Is there a good way to extract chunks of data from a java 8 stream?

My approach to bulk operations with chunking is to use a partitioning spliterator wrapper, and another wrapper which overrides the default splitting policy (arithmetic progression of batch sizes in increments of 1024) to simple fixed-batch splitting. Use it like this:

Stream<OriginalType> existingStream = ...;
Stream<List<OriginalType>> partitioned = partition(existingStream, 100, 1);
partitioned.forEach(chunk -> ... process the chunk ...);

Here is the full code:

import java.util.ArrayList;
import java.util.List;
import java.util.Spliterator;
import java.util.Spliterators.AbstractSpliterator;
import java.util.function.Consumer;
import java.util.stream.Stream;
import java.util.stream.StreamSupport;

public class PartitioningSpliterator<E> extends AbstractSpliterator<List<E>>
{
  private final Spliterator<E> spliterator;
  private final int partitionSize;

  public PartitioningSpliterator(Spliterator<E> toWrap, int partitionSize) {
    super(toWrap.estimateSize(), toWrap.characteristics() | Spliterator.NONNULL);
    if (partitionSize <= 0) throw new IllegalArgumentException(
        "Partition size must be positive, but was " + partitionSize);
    this.spliterator = toWrap;
    this.partitionSize = partitionSize;
  }

  public static <E> Stream<List<E>> partition(Stream<E> in, int size) {
    return StreamSupport.stream(new PartitioningSpliterator(in.spliterator(), size), false);
  }

  public static <E> Stream<List<E>> partition(Stream<E> in, int size, int batchSize) {
    return StreamSupport.stream(
        new FixedBatchSpliterator<>(new PartitioningSpliterator<>(in.spliterator(), size), batchSize), false);
  }

  @Override public boolean tryAdvance(Consumer<? super List<E>> action) {
    final ArrayList<E> partition = new ArrayList<>(partitionSize);
    while (spliterator.tryAdvance(partition::add) 
           && partition.size() < partitionSize);
    if (partition.isEmpty()) return false;
    action.accept(partition);
    return true;
  }

  @Override public long estimateSize() {
    final long est = spliterator.estimateSize();
    return est == Long.MAX_VALUE? est
         : est / partitionSize + (est % partitionSize > 0? 1 : 0);
  }
}

---

import static java.util.Spliterators.spliterator;

import java.util.Comparator;
import java.util.Spliterator;
import java.util.function.Consumer;

public abstract class FixedBatchSpliteratorBase<T> implements Spliterator<T> {
  private final int batchSize;
  private final int characteristics;
  private long est;

  public FixedBatchSpliteratorBase(int characteristics, int batchSize, long est) {
    characteristics |= ORDERED;
    if ((characteristics & SIZED) != 0) characteristics |= SUBSIZED;
    this.characteristics = characteristics;
    this.batchSize = batchSize;
    this.est = est;
  }
  public FixedBatchSpliteratorBase(int characteristics, int batchSize) {
    this(characteristics, batchSize, Long.MAX_VALUE);
  }
  public FixedBatchSpliteratorBase(int characteristics) {
    this(characteristics, 64, Long.MAX_VALUE);
  }

  @Override public Spliterator<T> trySplit() {
    final HoldingConsumer<T> holder = new HoldingConsumer<>();
    if (!tryAdvance(holder)) return null;
    final Object[] a = new Object[batchSize];
    int j = 0;
    do a[j] = holder.value; while (++j < batchSize && tryAdvance(holder));
    if (est != Long.MAX_VALUE) est -= j;
    return spliterator(a, 0, j, characteristics());
  }
  @Override public Comparator<? super T> getComparator() {
    if (hasCharacteristics(SORTED)) return null;
    throw new IllegalStateException();
  }
  @Override public long estimateSize() { return est; }
  @Override public int characteristics() { return characteristics; }

  static final class HoldingConsumer<T> implements Consumer<T> {
    Object value;
    @Override public void accept(T value) { this.value = value; }
  }
}

---

import static java.util.stream.StreamSupport.stream;

import java.util.Spliterator;
import java.util.function.Consumer;
import java.util.stream.Stream;

public class FixedBatchSpliterator<T> extends FixedBatchSpliteratorBase<T> {
  private final Spliterator<T> spliterator;

  public FixedBatchSpliterator(Spliterator<T> toWrap, int batchSize, long est) {
    super(toWrap.characteristics(), batchSize, est);
    this.spliterator = toWrap;
  }
  public FixedBatchSpliterator(Spliterator<T> toWrap, int batchSize) {
    this(toWrap, batchSize, toWrap.estimateSize());
  }
  public FixedBatchSpliterator(Spliterator<T> toWrap) {
    this(toWrap, 64, toWrap.estimateSize());
  }

  public static <T> Stream<T> withBatchSize(Stream<T> in, int batchSize) {
    return stream(new FixedBatchSpliterator<>(in.spliterator(), batchSize), true);
  }

  public static <T> FixedBatchSpliterator<T> batchedSpliterator(Spliterator<T> toWrap, int batchSize) {
    return new FixedBatchSpliterator<>(toWrap, batchSize);
  }

  @Override public boolean tryAdvance(Consumer<? super T> action) {
    return spliterator.tryAdvance(action);
  }
  @Override public void forEachRemaining(Consumer<? super T> action) {
    spliterator.forEachRemaining(action);
  }
}