Java8 Stream 批处理以避免OutOfMemory

Question

I'm having something like:

    List<Data> dataList = stepts.stream()
        .flatMap(step -> step.getPartialDataList().stream())
        .collect(Collectors.toList());

So I'm combining into dataList multiple lists from every step.

My problem is that dataList might run into OutOfMemoryError . Any suggestions on how I can batch the dataList and save the batches into db?

My primitive idea is to:

    for (Step step : steps) {
        List<Data> partialDataList = step.getPartialDataList();

        if (dataList.size() + partialDataList.size() <= MAXIMUM_SIZE) {
            dataList.addAll(partialDataList);
        } else {
            saveIntoDb(dataList);
            dataList = new ArrayList<>();
        }
    }

PS: I know there is this post, but the difference is that I might not be able to store whole data in memory.

LE: getPartialDataList metod is more like createPartialDataList()

Answer 1

If your concern is OutOfMemoryError you probably shouldn't create additional intermediate data structures like lists or streams before saving to the database.

Since the Step.getPartialDataList() already returns List<Data> the data is already in the memory, unless you have your own List implementation. You just need to use JDBC batch insert :

PreparedStatement ps = c.prepareStatement("INSERT INTO data VALUES (?, ?, ...)");
for (Step step : steps) {
    for (Data data : step.getPartialDataList()) {
        ps.setString(1, ...);
        ps.setString(2, ...);
        ...
        ps.addBatch();
    }   
}
ps.executeBatch();

There is no need to chunk into smaller batches prematurely with dataList . First see what your database and JDBC driver are supporting before doing premature optimizations.

Do note that for most databases the right way to insert large amount of data is an external utility and not JDBC eg PostgreSQL has COPY .