org.apache.beam.sdk.io.AvroSource.java Source code

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/*
 * Licensed to the Apache Software Foundation (ASF) under one
 * or more contributor license agreements.  See the NOTICE file
 * distributed with this work for additional information
 * regarding copyright ownership.  The ASF licenses this file
 * to you under the Apache License, Version 2.0 (the
 * "License"); you may not use this file except in compliance
 * with the License.  You may obtain a copy of the License at
 *
 *     http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */
package org.apache.beam.sdk.io;

import static com.google.common.base.Preconditions.checkNotNull;
import static com.google.common.base.Preconditions.checkState;

import com.google.common.annotations.VisibleForTesting;
import java.io.ByteArrayInputStream;
import java.io.EOFException;
import java.io.IOException;
import java.io.InputStream;
import java.io.InvalidObjectException;
import java.io.ObjectStreamException;
import java.io.PushbackInputStream;
import java.nio.ByteBuffer;
import java.nio.channels.Channels;
import java.nio.channels.ReadableByteChannel;
import java.nio.channels.SeekableByteChannel;
import java.util.Arrays;
import java.util.Map;
import java.util.WeakHashMap;
import java.util.zip.Inflater;
import java.util.zip.InflaterInputStream;
import javax.annotation.concurrent.GuardedBy;
import org.apache.avro.Schema;
import org.apache.avro.file.CodecFactory;
import org.apache.avro.file.DataFileConstants;
import org.apache.avro.generic.GenericDatumReader;
import org.apache.avro.generic.GenericRecord;
import org.apache.avro.io.BinaryDecoder;
import org.apache.avro.io.DatumReader;
import org.apache.avro.io.DecoderFactory;
import org.apache.avro.reflect.ReflectData;
import org.apache.avro.reflect.ReflectDatumReader;
import org.apache.beam.sdk.PipelineRunner;
import org.apache.beam.sdk.annotations.Experimental;
import org.apache.beam.sdk.coders.AvroCoder;
import org.apache.beam.sdk.io.fs.MatchResult.Metadata;
import org.apache.beam.sdk.io.fs.ResourceId;
import org.apache.beam.sdk.options.PipelineOptions;
import org.apache.beam.sdk.values.PCollection;
import org.apache.commons.compress.compressors.bzip2.BZip2CompressorInputStream;
import org.apache.commons.compress.compressors.snappy.SnappyCompressorInputStream;
import org.apache.commons.compress.compressors.xz.XZCompressorInputStream;
import org.apache.commons.compress.utils.CountingInputStream;
import org.apache.commons.compress.utils.IOUtils;

// CHECKSTYLE.OFF: JavadocStyle
/**
 * Do not use in pipelines directly: most users should use {@link AvroIO.Read}.
 *
 * <p>A {@link FileBasedSource} for reading Avro files.
 *
 * <p>To read a {@link PCollection} of objects from one or more Avro files, use
 * {@link AvroSource#from} to specify the path(s) of the files to read. The {@link AvroSource} that
 * is returned will read objects of type {@link GenericRecord} with the schema(s) that were written
 * at file creation. To further configure the {@link AvroSource} to read with a user-defined schema,
 * or to return records of a type other than {@link GenericRecord}, use
 * {@link AvroSource#withSchema(Schema)} (using an Avro {@link Schema}),
 * {@link AvroSource#withSchema(String)} (using a JSON schema), or
 * {@link AvroSource#withSchema(Class)} (to return objects of the Avro-generated class specified).
 *
 * <p>An {@link AvroSource} can be read from using the {@link Read} transform. For example:
 *
 * <pre>
 * {@code
 * AvroSource<MyType> source = AvroSource.from(file.toPath()).withSchema(MyType.class);
 * PCollection<MyType> records = Read.from(mySource);
 * }
 * </pre>
 *
 * <p>This class's implementation is based on the <a
 * href="https://avro.apache.org/docs/1.7.7/spec.html">Avro 1.7.7</a> specification and implements
 * parsing of some parts of Avro Object Container Files. The rationale for doing so is that the Avro
 * API does not provide efficient ways of computing the precise offsets of blocks within a file,
 * which is necessary to support dynamic work rebalancing. However, whenever it is possible to use
 * the Avro API in a way that supports maintaining precise offsets, this class uses the Avro API.
 *
 * <p>Avro Object Container files store records in blocks. Each block contains a collection of
 * records. Blocks may be encoded (e.g., with bzip2, deflate, snappy, etc.). Blocks are delineated
 * from one another by a 16-byte sync marker.
 *
 * <p>An {@link AvroSource} for a subrange of a single file contains records in the blocks such that
 * the start offset of the block is greater than or equal to the start offset of the source and less
 * than the end offset of the source.
 *
 * <p>To use XZ-encoded Avro files, please include an explicit dependency on {@code xz-1.5.jar},
 * which has been marked as optional in the Maven {@code sdk/pom.xml}.
 *
 * <pre>{@code
 * <dependency>
 *   <groupId>org.tukaani</groupId>
 *   <artifactId>xz</artifactId>
 *   <version>1.5</version>
 * </dependency>
 * }</pre>
 *
 * <h3>Permissions</h3>
 *
 * <p>Permission requirements depend on the {@link PipelineRunner} that is used to execute the
 * pipeline. Please refer to the documentation of corresponding {@link PipelineRunner}s for
 * more details.
 *
 * @param <T> The type of records to be read from the source.
 */
// CHECKSTYLE.ON: JavadocStyle
@Experimental(Experimental.Kind.SOURCE_SINK)
public class AvroSource<T> extends BlockBasedSource<T> {
    // Default minimum bundle size (chosen as two default-size Avro blocks to attempt to
    // ensure that every source has at least one block of records).
    // The default sync interval is 64k.
    private static final long DEFAULT_MIN_BUNDLE_SIZE = 2 * DataFileConstants.DEFAULT_SYNC_INTERVAL;

    // The JSON schema used to encode records.
    private final String readSchemaString;

    // The JSON schema that was used to write the source Avro file (may differ from the schema we will
    // use to read from it).
    private final String fileSchemaString;

    // The type of the records contained in the file.
    private final Class<T> type;

    // The following metadata fields are not user-configurable. They are extracted from the object
    // container file header upon subsource creation.

    // The codec used to encode the blocks in the Avro file. String value drawn from those in
    // https://avro.apache.org/docs/1.7.7/api/java/org/apache/avro/file/CodecFactory.html
    private final String codec;

    // The object container file's 16-byte sync marker.
    private final byte[] syncMarker;

    // Default output coder, lazily initialized.
    private transient AvroCoder<T> coder = null;

    // Schema of the file, lazily initialized.
    private transient Schema fileSchema;

    // Schema used to encode records, lazily initialized.
    private transient Schema readSchema;

    /**
     * Creates an {@link AvroSource} that reads from the given file name or pattern ("glob"). The
     * returned source can be further configured by calling {@link #withSchema} to return a type other
     * than {@link GenericRecord}.
     */
    public static AvroSource<GenericRecord> from(String fileNameOrPattern) {
        return new AvroSource<>(fileNameOrPattern, DEFAULT_MIN_BUNDLE_SIZE, null, GenericRecord.class, null, null);
    }

    /**
     * Returns an {@link AvroSource} that's like this one but reads files containing records that
     * conform to the given schema.
     *
     * <p>Does not modify this object.
     */
    public AvroSource<GenericRecord> withSchema(String schema) {
        return new AvroSource<>(getFileOrPatternSpec(), getMinBundleSize(), schema, GenericRecord.class, codec,
                syncMarker);
    }

    /**
     * Returns an {@link AvroSource} that's like this one but reads files containing records that
     * conform to the given schema.
     *
     * <p>Does not modify this object.
     */
    public AvroSource<GenericRecord> withSchema(Schema schema) {
        return new AvroSource<>(getFileOrPatternSpec(), getMinBundleSize(), schema.toString(), GenericRecord.class,
                codec, syncMarker);
    }

    /**
     * Returns an {@link AvroSource} that's like this one but reads files containing records of the
     * type of the given class.
     *
     * <p>Does not modify this object.
     */
    public <X> AvroSource<X> withSchema(Class<X> clazz) {
        return new AvroSource<X>(getFileOrPatternSpec(), getMinBundleSize(),
                ReflectData.get().getSchema(clazz).toString(), clazz, codec, syncMarker);
    }

    /**
     * Returns an {@link AvroSource} that's like this one but uses the supplied minimum bundle size.
     * Refer to {@link OffsetBasedSource} for a description of {@code minBundleSize} and its use.
     *
     * <p>Does not modify this object.
     */
    public AvroSource<T> withMinBundleSize(long minBundleSize) {
        return new AvroSource<>(getFileOrPatternSpec(), minBundleSize, readSchemaString, type, codec, syncMarker);
    }

    private AvroSource(String fileNameOrPattern, long minBundleSize, String schema, Class<T> type, String codec,
            byte[] syncMarker) {
        super(fileNameOrPattern, minBundleSize);
        this.readSchemaString = internSchemaString(schema);
        this.codec = codec;
        this.syncMarker = syncMarker;
        this.type = type;
        this.fileSchemaString = null;
    }

    private AvroSource(Metadata metadata, long minBundleSize, long startOffset, long endOffset, String schema,
            Class<T> type, String codec, byte[] syncMarker, String fileSchema) {
        super(metadata, minBundleSize, startOffset, endOffset);
        this.readSchemaString = internSchemaString(schema);
        this.codec = codec;
        this.syncMarker = syncMarker;
        this.type = type;
        this.fileSchemaString = internSchemaString(fileSchema);
    }

    @Override
    public void validate() {
        // AvroSource objects do not need to be configured with more than a file pattern. Overridden to
        // make this explicit.
        super.validate();
    }

    @Deprecated // Added to let DataflowRunner migrate off of this; to be deleted.
    public BlockBasedSource<T> createForSubrangeOfFile(String fileName, long start, long end) throws IOException {
        return createForSubrangeOfFile(FileSystems.matchSingleFileSpec(fileName), start, end);
    }

    @Override
    public BlockBasedSource<T> createForSubrangeOfFile(Metadata fileMetadata, long start, long end) {
        byte[] syncMarker = this.syncMarker;
        String codec = this.codec;
        String readSchemaString = this.readSchemaString;
        String fileSchemaString = this.fileSchemaString;
        // codec and syncMarker are initially null when the source is created, as they differ
        // across input files and must be read from the file. Here, when we are creating a source
        // for a subrange of a file, we can initialize these values. When the resulting AvroSource
        // is further split, they do not need to be read again.
        if (codec == null || syncMarker == null || fileSchemaString == null) {
            AvroMetadata metadata;
            try {
                metadata = readMetadataFromFile(fileMetadata.resourceId());
            } catch (IOException e) {
                throw new RuntimeException("Error reading metadata from file " + fileMetadata, e);
            }
            codec = metadata.getCodec();
            syncMarker = metadata.getSyncMarker();
            fileSchemaString = metadata.getSchemaString();
            // If the source was created with a null schema, use the schema that we read from the file's
            // metadata.
            if (readSchemaString == null) {
                readSchemaString = metadata.getSchemaString();
            }
        }
        // Note that if the fileSchemaString is equivalent to the readSchemaString, "intern"ing
        // the string will occur within the constructor and return the same reference as the
        // readSchemaString. This allows for Java to have an efficient serialization since it
        // will only encode the schema once while just storing pointers to the encoded version
        // within this source.
        return new AvroSource<>(fileMetadata, getMinBundleSize(), start, end, readSchemaString, type, codec,
                syncMarker, fileSchemaString);
    }

    @Override
    protected BlockBasedReader<T> createSingleFileReader(PipelineOptions options) {
        return new AvroReader<>(this);
    }

    @Override
    public AvroCoder<T> getDefaultOutputCoder() {
        if (coder == null) {
            coder = AvroCoder.of(type, internOrParseSchemaString(readSchemaString));
        }
        return coder;
    }

    public String getSchema() {
        return readSchemaString;
    }

    @VisibleForTesting
    Schema getReadSchema() {
        if (readSchemaString == null) {
            return null;
        }

        // If the schema has not been parsed, parse it.
        if (readSchema == null) {
            readSchema = internOrParseSchemaString(readSchemaString);
        }
        return readSchema;
    }

    @VisibleForTesting
    Schema getFileSchema() {
        if (fileSchemaString == null) {
            return null;
        }

        // If the schema has not been parsed, parse it.
        if (fileSchema == null) {
            fileSchema = internOrParseSchemaString(fileSchemaString);
        }
        return fileSchema;
    }

    private byte[] getSyncMarker() {
        return syncMarker;
    }

    private String getCodec() {
        return codec;
    }

    /**
     * Avro file metadata.
     */
    @VisibleForTesting
    static class AvroMetadata {
        private byte[] syncMarker;
        private String codec;
        private String schemaString;

        AvroMetadata(byte[] syncMarker, String codec, String schemaString) {
            this.syncMarker = checkNotNull(syncMarker, "syncMarker");
            this.codec = checkNotNull(codec, "codec");
            this.schemaString = checkNotNull(schemaString, "schemaString");
        }

        /**
         * The JSON-encoded <a href="https://avro.apache.org/docs/1.7.7/spec.html#schemas">schema</a>
         * string for the file.
         */
        public String getSchemaString() {
            return schemaString;
        }

        /**
         * The <a href="https://avro.apache.org/docs/1.7.7/spec.html#Required+Codecs">codec</a> of the
         * file.
         */
        public String getCodec() {
            return codec;
        }

        /**
         * The 16-byte sync marker for the file.  See the documentation for
         * <a href="https://avro.apache.org/docs/1.7.7/spec.html#Object+Container+Files">Object
         * Container File</a> for more information.
         */
        public byte[] getSyncMarker() {
            return syncMarker;
        }
    }

    /**
     * Reads the {@link AvroMetadata} from the header of an Avro file.
     *
     * <p>This method parses the header of an Avro
     * <a href="https://avro.apache.org/docs/1.7.7/spec.html#Object+Container+Files">
     * Object Container File</a>.
     *
     * @throws IOException if the file is an invalid format.
     */
    @VisibleForTesting
    static AvroMetadata readMetadataFromFile(ResourceId fileResource) throws IOException {
        String codec = null;
        String schemaString = null;
        byte[] syncMarker;
        try (InputStream stream = Channels.newInputStream(FileSystems.open(fileResource))) {
            BinaryDecoder decoder = DecoderFactory.get().binaryDecoder(stream, null);

            // The header of an object container file begins with a four-byte magic number, followed
            // by the file metadata (including the schema and codec), encoded as a map. Finally, the
            // header ends with the file's 16-byte sync marker.
            // See https://avro.apache.org/docs/1.7.7/spec.html#Object+Container+Files for details on
            // the encoding of container files.

            // Read the magic number.
            byte[] magic = new byte[DataFileConstants.MAGIC.length];
            decoder.readFixed(magic);
            if (!Arrays.equals(magic, DataFileConstants.MAGIC)) {
                throw new IOException("Missing Avro file signature: " + fileResource);
            }

            // Read the metadata to find the codec and schema.
            ByteBuffer valueBuffer = ByteBuffer.allocate(512);
            long numRecords = decoder.readMapStart();
            while (numRecords > 0) {
                for (long recordIndex = 0; recordIndex < numRecords; recordIndex++) {
                    String key = decoder.readString();
                    // readBytes() clears the buffer and returns a buffer where:
                    // - position is the start of the bytes read
                    // - limit is the end of the bytes read
                    valueBuffer = decoder.readBytes(valueBuffer);
                    byte[] bytes = new byte[valueBuffer.remaining()];
                    valueBuffer.get(bytes);
                    if (key.equals(DataFileConstants.CODEC)) {
                        codec = new String(bytes, "UTF-8");
                    } else if (key.equals(DataFileConstants.SCHEMA)) {
                        schemaString = new String(bytes, "UTF-8");
                    }
                }
                numRecords = decoder.mapNext();
            }
            if (codec == null) {
                codec = DataFileConstants.NULL_CODEC;
            }

            // Finally, read the sync marker.
            syncMarker = new byte[DataFileConstants.SYNC_SIZE];
            decoder.readFixed(syncMarker);
        }
        checkState(schemaString != null, "No schema present in Avro file metadata %s", fileResource);
        return new AvroMetadata(syncMarker, codec, schemaString);
    }

    private DatumReader<T> createDatumReader() {
        Schema readSchema = getReadSchema();
        Schema fileSchema = getFileSchema();
        checkNotNull(readSchema, "No read schema has been initialized for source %s", this);
        checkNotNull(fileSchema, "No file schema has been initialized for source %s", this);
        if (type == GenericRecord.class) {
            return new GenericDatumReader<>(fileSchema, readSchema);
        } else {
            return new ReflectDatumReader<>(fileSchema, readSchema);
        }
    }

    // A logical reference cache used to store schemas and schema strings to allow us to
    // "intern" values and reduce the number of copies of equivalent objects.
    private static final Map<String, Schema> schemaLogicalReferenceCache = new WeakHashMap<>();
    private static final Map<String, String> schemaStringLogicalReferenceCache = new WeakHashMap<>();

    // We avoid String.intern() because depending on the JVM, these may be added to the PermGenSpace
    // which we want to avoid otherwise we could run out of PermGenSpace.
    private static synchronized String internSchemaString(String schema) {
        String internSchema = schemaStringLogicalReferenceCache.get(schema);
        if (internSchema != null) {
            return internSchema;
        }
        schemaStringLogicalReferenceCache.put(schema, schema);
        return schema;
    }

    private static synchronized Schema internOrParseSchemaString(String schemaString) {
        Schema schema = schemaLogicalReferenceCache.get(schemaString);
        if (schema != null) {
            return schema;
        }
        Schema.Parser parser = new Schema.Parser();
        schema = parser.parse(schemaString);
        schemaLogicalReferenceCache.put(schemaString, schema);
        return schema;
    }

    // Reading the object from Java serialization typically does not go through the constructor,
    // we use readResolve to replace the constructed instance with one which uses the constructor
    // allowing us to intern any schemas.
    @SuppressWarnings("unused")
    private Object readResolve() throws ObjectStreamException {
        switch (getMode()) {
        case SINGLE_FILE_OR_SUBRANGE:
            return new AvroSource<>(getSingleFileMetadata(), getMinBundleSize(), getStartOffset(), getEndOffset(),
                    readSchemaString, type, codec, syncMarker, fileSchemaString);
        case FILEPATTERN:
            return new AvroSource<>(getFileOrPatternSpec(), getMinBundleSize(), readSchemaString, type, codec,
                    syncMarker);
        default:
            throw new InvalidObjectException(String.format("Unknown mode %s for AvroSource %s", getMode(), this));
        }
    }

    /**
     * A {@link BlockBasedSource.Block} of Avro records.
     *
     * @param <T> The type of records stored in the block.
     */
    @Experimental(Experimental.Kind.SOURCE_SINK)
    static class AvroBlock<T> extends Block<T> {
        // The number of records in the block.
        private final long numRecords;

        // The current record in the block.
        private T currentRecord;

        // The index of the current record in the block.
        private long currentRecordIndex = 0;

        // A DatumReader to read records from the block.
        private final DatumReader<T> reader;

        // A BinaryDecoder used by the reader to decode records.
        private final BinaryDecoder decoder;

        /**
         * Decodes a byte array as an InputStream. The byte array may be compressed using some
         * codec. Reads from the returned stream will result in decompressed bytes.
         *
         * <p>This supports the same codecs as Avro's {@link CodecFactory}, namely those defined in
         * {@link DataFileConstants}.
         *
         * <ul>
         * <li>"snappy" : Google's Snappy compression
         * <li>"deflate" : deflate compression
         * <li>"bzip2" : Bzip2 compression
         * <li>"xz" : xz compression
         * <li>"null" (the string, not the value): Uncompressed data
         * </ul>
         */
        private static InputStream decodeAsInputStream(byte[] data, String codec) throws IOException {
            ByteArrayInputStream byteStream = new ByteArrayInputStream(data);
            switch (codec) {
            case DataFileConstants.SNAPPY_CODEC:
                return new SnappyCompressorInputStream(byteStream, 1 << 16 /* Avro uses 64KB blocks */);
            case DataFileConstants.DEFLATE_CODEC:
                // nowrap == true: Do not expect ZLIB header or checksum, as Avro does not write them.
                Inflater inflater = new Inflater(true);
                return new InflaterInputStream(byteStream, inflater);
            case DataFileConstants.XZ_CODEC:
                return new XZCompressorInputStream(byteStream);
            case DataFileConstants.BZIP2_CODEC:
                return new BZip2CompressorInputStream(byteStream);
            case DataFileConstants.NULL_CODEC:
                return byteStream;
            default:
                throw new IllegalArgumentException("Unsupported codec: " + codec);
            }
        }

        AvroBlock(byte[] data, long numRecords, AvroSource<T> source) throws IOException {
            this.numRecords = numRecords;
            this.reader = source.createDatumReader();
            this.decoder = DecoderFactory.get().binaryDecoder(decodeAsInputStream(data, source.getCodec()), null);
        }

        @Override
        public T getCurrentRecord() {
            return currentRecord;
        }

        @Override
        public boolean readNextRecord() throws IOException {
            if (currentRecordIndex >= numRecords) {
                return false;
            }
            currentRecord = reader.read(null, decoder);
            currentRecordIndex++;
            return true;
        }

        @Override
        public double getFractionOfBlockConsumed() {
            return ((double) currentRecordIndex) / numRecords;
        }
    }

    /**
     * A {@link BlockBasedSource.BlockBasedReader} for reading blocks from Avro files.
     *
     * <p>An Avro Object Container File consists of a header followed by a 16-bit sync marker
     * and then a sequence of blocks, where each block begins with two encoded longs representing
     * the total number of records in the block and the block's size in bytes, followed by the
     * block's (optionally-encoded) records. Each block is terminated by a 16-bit sync marker.
     *
     * @param <T> The type of records contained in the block.
     */
    @Experimental(Experimental.Kind.SOURCE_SINK)
    public static class AvroReader<T> extends BlockBasedReader<T> {
        // The current block.
        private AvroBlock<T> currentBlock;

        // A lock used to synchronize block offsets for getRemainingParallelism
        private final Object progressLock = new Object();

        // Offset of the current block.
        @GuardedBy("progressLock")
        private long currentBlockOffset = 0;

        // Size of the current block.
        @GuardedBy("progressLock")
        private long currentBlockSizeBytes = 0;

        // Stream used to read from the underlying file.
        // A pushback stream is used to restore bytes buffered during seeking.
        private PushbackInputStream stream;
        // Counts the number of bytes read. Used only to tell how many bytes are taken up in
        // a block's variable-length header.
        private CountingInputStream countStream;

        // Caches the Avro DirectBinaryDecoder used to decode binary-encoded values from the buffer.
        private BinaryDecoder decoder;

        /**
         * Reads Avro records of type {@code T} from the specified source.
         */
        public AvroReader(AvroSource<T> source) {
            super(source);
        }

        @Override
        public synchronized AvroSource<T> getCurrentSource() {
            return (AvroSource<T>) super.getCurrentSource();
        }

        // Precondition: the stream is positioned after the sync marker in the current (about to be
        // previous) block. currentBlockSize equals the size of the current block, or zero if this
        // reader was just started.
        //
        // Postcondition: same as above, but for the new current (formerly next) block.
        @Override
        public boolean readNextBlock() throws IOException {
            long startOfNextBlock;
            synchronized (progressLock) {
                startOfNextBlock = currentBlockOffset + currentBlockSizeBytes;
            }

            // Before reading the variable-sized block header, record the current number of bytes read.
            long preHeaderCount = countStream.getBytesRead();
            decoder = DecoderFactory.get().directBinaryDecoder(countStream, decoder);
            long numRecords;
            try {
                numRecords = decoder.readLong();
            } catch (EOFException e) {
                // Expected for the last block, at which the start position is the EOF. The way to detect
                // stream ending is to try reading from it.
                return false;
            }
            long blockSize = decoder.readLong();

            // Mark header size as the change in the number of bytes read.
            long headerSize = countStream.getBytesRead() - preHeaderCount;

            // Create the current block by reading blockSize bytes. Block sizes permitted by the Avro
            // specification are [32, 2^30], so the cast is safe.
            byte[] data = new byte[(int) blockSize];
            int bytesRead = IOUtils.readFully(stream, data);
            checkState(blockSize == bytesRead, "Only able to read %s/%s bytes in the block before EOF reached.",
                    bytesRead, blockSize);
            currentBlock = new AvroBlock<>(data, numRecords, getCurrentSource());

            // Read the end of this block, which MUST be a sync marker for correctness.
            byte[] syncMarker = getCurrentSource().getSyncMarker();
            byte[] readSyncMarker = new byte[syncMarker.length];
            long syncMarkerOffset = startOfNextBlock + headerSize + blockSize;
            bytesRead = IOUtils.readFully(stream, readSyncMarker);
            checkState(bytesRead == syncMarker.length,
                    "Only able to read %s/%s bytes of Avro sync marker at position %s before EOF reached.",
                    bytesRead, syncMarker.length, syncMarkerOffset);
            if (!Arrays.equals(syncMarker, readSyncMarker)) {
                throw new IllegalStateException(
                        String.format("Expected the bytes [%d,%d) in file %s to be a sync marker, but found %s",
                                syncMarkerOffset, syncMarkerOffset + syncMarker.length,
                                getCurrentSource().getFileOrPatternSpec(), Arrays.toString(readSyncMarker)));
            }

            // Atomically update both the position and offset of the new block.
            synchronized (progressLock) {
                currentBlockOffset = startOfNextBlock;
                // Total block size includes the header, block content, and trailing sync marker.
                currentBlockSizeBytes = headerSize + blockSize + syncMarker.length;
            }

            return true;
        }

        @Override
        public AvroBlock<T> getCurrentBlock() {
            return currentBlock;
        }

        @Override
        public long getCurrentBlockOffset() {
            synchronized (progressLock) {
                return currentBlockOffset;
            }
        }

        @Override
        public long getCurrentBlockSize() {
            synchronized (progressLock) {
                return currentBlockSizeBytes;
            }
        }

        @Override
        public long getSplitPointsRemaining() {
            if (isDone()) {
                return 0;
            }
            synchronized (progressLock) {
                if (currentBlockOffset + currentBlockSizeBytes >= getCurrentSource().getEndOffset()) {
                    // This block is known to be the last block in the range.
                    return 1;
                }
            }
            return super.getSplitPointsRemaining();
        }

        /**
         * Creates a {@link PushbackInputStream} that has a large enough pushback buffer to be able
         * to push back the syncBuffer.
         */
        private PushbackInputStream createStream(ReadableByteChannel channel) {
            return new PushbackInputStream(Channels.newInputStream(channel),
                    getCurrentSource().getSyncMarker().length);
        }

        // Postcondition: the stream is positioned at the beginning of the first block after the start
        // of the current source, and currentBlockOffset is that position. Additionally,
        // currentBlockSizeBytes will be set to 0 indicating that the previous block was empty.
        @Override
        protected void startReading(ReadableByteChannel channel) throws IOException {
            long startOffset = getCurrentSource().getStartOffset();
            byte[] syncMarker = getCurrentSource().getSyncMarker();
            long syncMarkerLength = syncMarker.length;

            if (startOffset != 0) {
                // Rewind order to find the sync marker ending the previous block.
                long position = Math.max(0, startOffset - syncMarkerLength);
                ((SeekableByteChannel) channel).position(position);
                startOffset = position;
            }

            // Satisfy the post condition.
            stream = createStream(channel);
            countStream = new CountingInputStream(stream);
            synchronized (progressLock) {
                currentBlockOffset = startOffset + advancePastNextSyncMarker(stream, syncMarker);
                currentBlockSizeBytes = 0;
            }
        }

        /**
         * Advances to the first byte after the next occurrence of the sync marker in the
         * stream when reading from the current offset. Returns the number of bytes consumed
         * from the stream. Note that this method requires a PushbackInputStream with a buffer
         * at least as big as the marker it is seeking for.
         */
        static long advancePastNextSyncMarker(PushbackInputStream stream, byte[] syncMarker) throws IOException {
            Seeker seeker = new Seeker(syncMarker);
            byte[] syncBuffer = new byte[syncMarker.length];
            long totalBytesConsumed = 0;
            // Seek until either a sync marker is found or we reach the end of the file.
            int mark = -1; // Position of the last byte in the sync marker.
            int read; // Number of bytes read.
            do {
                read = stream.read(syncBuffer);
                if (read >= 0) {
                    mark = seeker.find(syncBuffer, read);
                    // Update the currentOffset with the number of bytes read.
                    totalBytesConsumed += read;
                }
            } while (mark < 0 && read > 0);

            // If the sync marker was found, unread block data and update the current offsets.
            if (mark >= 0) {
                // The current offset after this call should be just past the sync marker, so we should
                // unread the remaining buffer contents and update the currentOffset accordingly.
                stream.unread(syncBuffer, mark + 1, read - (mark + 1));
                totalBytesConsumed = totalBytesConsumed - (read - (mark + 1));
            }
            return totalBytesConsumed;
        }

        /**
         * A {@link Seeker} looks for a given marker within a byte buffer. Uses naive string matching
         * with a sliding window, as sync markers are small and random.
         */
        static class Seeker {
            // The marker to search for.
            private byte[] marker;

            // Buffer used for the sliding window.
            private byte[] searchBuffer;

            // Number of bytes available to be matched in the buffer.
            private int available = 0;

            /**
             * Create a {@link Seeker} that looks for the given marker.
             */
            public Seeker(byte[] marker) {
                this.marker = marker;
                this.searchBuffer = new byte[marker.length];
            }

            /**
             * Find the marker in the byte buffer. Returns the index of the end of the marker in the
             * buffer. If the marker is not found, returns -1.
             *
             * <p>State is maintained between calls. If the marker was partially matched, a subsequent
             * call to find will resume matching the marker.
             *
             * @param buffer
             * @return the index of the end of the marker within the buffer, or -1 if the buffer was not
             * found.
             */
            public int find(byte[] buffer, int length) {
                for (int i = 0; i < length; i++) {
                    System.arraycopy(searchBuffer, 1, searchBuffer, 0, searchBuffer.length - 1);
                    searchBuffer[searchBuffer.length - 1] = buffer[i];
                    available = Math.min(available + 1, searchBuffer.length);
                    if (ByteBuffer.wrap(searchBuffer, searchBuffer.length - available, available)
                            .equals(ByteBuffer.wrap(marker))) {
                        available = 0;
                        return i;
                    }
                }
                return -1;
            }
        }
    }
}