Examples with PTypeFamily org.apache.crunch.types.PTypeFamily used on opensource projects

Example 21 with PTypeFamily

use of org.apache.crunch.types.PTypeFamily in project crunch by cloudera.

the class Set method comm.

/**
 * Find the elements that are common to two sets, like the Unix <code>comm</code>
 * utility. This method returns a {@link PCollection} of {@link Tuple3} objects,
 * and the position in the tuple that an element appears is determined by
 * the collections that it is a member of, as follows:
 * <ol>
 * <li>elements only in <code>coll1</code>,</li>
 * <li>elements only in <code>coll2</code>, or</li>
 * <li>elements in both collections</li>
 * </ol>
 * Tuples are otherwise filled with <code>null</code>.
 *
 * @return a collection of {@link Tuple3} objects
 */
public static <T> PCollection<Tuple3<T, T, T>> comm(PCollection<T> coll1, PCollection<T> coll2) {
    PTypeFamily typeFamily = coll1.getTypeFamily();
    PType<T> type = coll1.getPType();
    return Cogroup.cogroup(toTable(coll1), toTable(coll2)).parallelDo(new DoFn<Pair<T, Pair<Collection<Boolean>, Collection<Boolean>>>, Tuple3<T, T, T>>() {

        @Override
        public void process(Pair<T, Pair<Collection<Boolean>, Collection<Boolean>>> input, Emitter<Tuple3<T, T, T>> emitter) {
            Pair<Collection<Boolean>, Collection<Boolean>> groups = input.second();
            boolean inFirst = !groups.first().isEmpty();
            boolean inSecond = !groups.second().isEmpty();
            T t = input.first();
            emitter.emit(Tuple3.of(inFirst && !inSecond ? t : null, !inFirst && inSecond ? t : null, inFirst && inSecond ? t : null));
        }
    }, typeFamily.triples(type, type, type));
}

Example 22 with PTypeFamily

use of org.apache.crunch.types.PTypeFamily in project crunch by cloudera.

the class Sort method sortTuples.

/**
 * Sorts the {@link PCollection} of {@link TupleN}s using the specified column
 * ordering.
 *
 * @return a {@link PCollection} representing the sorted collection.
 */
public static PCollection<TupleN> sortTuples(PCollection<TupleN> collection, ColumnOrder... columnOrders) {
    PTypeFamily tf = collection.getTypeFamily();
    PType<TupleN> pType = collection.getPType();
    PTableType<TupleN, Void> type = tf.tableOf(tf.tuples(pType.getSubTypes().toArray(new PType[0])), tf.nulls());
    PTable<TupleN, Void> pt = collection.parallelDo(new DoFn<TupleN, Pair<TupleN, Void>>() {

        @Override
        public void process(TupleN input, Emitter<Pair<TupleN, Void>> emitter) {
            emitter.emit(Pair.of(input, (Void) null));
        }
    }, type);
    Configuration conf = collection.getPipeline().getConfiguration();
    GroupingOptions options = buildGroupingOptions(conf, tf, pType, columnOrders);
    PTable<TupleN, Void> sortedPt = pt.groupByKey(options).ungroup();
    return sortedPt.parallelDo(new DoFn<Pair<TupleN, Void>, TupleN>() {

        @Override
        public void process(Pair<TupleN, Void> input, Emitter<TupleN> emitter) {
            emitter.emit(input.first());
        }
    }, collection.getPType());
}

Example 23 with PTypeFamily

use of org.apache.crunch.types.PTypeFamily in project crunch by cloudera.

the class Sort method sort.

/**
 * Sorts the {@link PCollection} using the natural ordering of its elements
 * in the order specified.
 *
 * @return a {@link PCollection} representing the sorted collection.
 */
public static <T> PCollection<T> sort(PCollection<T> collection, Order order) {
    PTypeFamily tf = collection.getTypeFamily();
    PTableType<T, Void> type = tf.tableOf(collection.getPType(), tf.nulls());
    Configuration conf = collection.getPipeline().getConfiguration();
    GroupingOptions options = buildGroupingOptions(conf, tf, collection.getPType(), order);
    PTable<T, Void> pt = collection.parallelDo("sort-pre", new DoFn<T, Pair<T, Void>>() {

        @Override
        public void process(T input, Emitter<Pair<T, Void>> emitter) {
            emitter.emit(Pair.of(input, (Void) null));
        }
    }, type);
    PTable<T, Void> sortedPt = pt.groupByKey(options).ungroup();
    return sortedPt.parallelDo("sort-post", new DoFn<Pair<T, Void>, T>() {

        @Override
        public void process(Pair<T, Void> input, Emitter<T> emitter) {
            emitter.emit(input.first());
        }
    }, collection.getPType());
}

Example 24 with PTypeFamily

use of org.apache.crunch.types.PTypeFamily in project crunch by cloudera.

the class Sort method sortPairs.

/**
 * Sorts the {@link PCollection} of {@link Pair}s using the specified column
 * ordering.
 *
 * @return a {@link PCollection} representing the sorted collection.
 */
public static <U, V> PCollection<Pair<U, V>> sortPairs(PCollection<Pair<U, V>> collection, ColumnOrder... columnOrders) {
    // put U and V into a pair/tuple in the key so we can do grouping and sorting
    PTypeFamily tf = collection.getTypeFamily();
    PType<Pair<U, V>> pType = collection.getPType();
    @SuppressWarnings("unchecked") PTableType<Pair<U, V>, Void> type = tf.tableOf(tf.pairs(pType.getSubTypes().get(0), pType.getSubTypes().get(1)), tf.nulls());
    PTable<Pair<U, V>, Void> pt = collection.parallelDo(new DoFn<Pair<U, V>, Pair<Pair<U, V>, Void>>() {

        @Override
        public void process(Pair<U, V> input, Emitter<Pair<Pair<U, V>, Void>> emitter) {
            emitter.emit(Pair.of(input, (Void) null));
        }
    }, type);
    Configuration conf = collection.getPipeline().getConfiguration();
    GroupingOptions options = buildGroupingOptions(conf, tf, pType, columnOrders);
    PTable<Pair<U, V>, Void> sortedPt = pt.groupByKey(options).ungroup();
    return sortedPt.parallelDo(new DoFn<Pair<Pair<U, V>, Void>, Pair<U, V>>() {

        @Override
        public void process(Pair<Pair<U, V>, Void> input, Emitter<Pair<U, V>> emitter) {
            emitter.emit(input.first());
        }
    }, collection.getPType());
}

Example 25 with PTypeFamily

use of org.apache.crunch.types.PTypeFamily in project crunch by cloudera.

the class Sort method sortTriples.

/**
 * Sorts the {@link PCollection} of {@link Tuple3}s using the specified column
 * ordering.
 *
 * @return a {@link PCollection} representing the sorted collection.
 */
public static <V1, V2, V3> PCollection<Tuple3<V1, V2, V3>> sortTriples(PCollection<Tuple3<V1, V2, V3>> collection, ColumnOrder... columnOrders) {
    PTypeFamily tf = collection.getTypeFamily();
    PType<Tuple3<V1, V2, V3>> pType = collection.getPType();
    @SuppressWarnings("unchecked") PTableType<Tuple3<V1, V2, V3>, Void> type = tf.tableOf(tf.triples(pType.getSubTypes().get(0), pType.getSubTypes().get(1), pType.getSubTypes().get(2)), tf.nulls());
    PTable<Tuple3<V1, V2, V3>, Void> pt = collection.parallelDo(new DoFn<Tuple3<V1, V2, V3>, Pair<Tuple3<V1, V2, V3>, Void>>() {

        @Override
        public void process(Tuple3<V1, V2, V3> input, Emitter<Pair<Tuple3<V1, V2, V3>, Void>> emitter) {
            emitter.emit(Pair.of(input, (Void) null));
        }
    }, type);
    Configuration conf = collection.getPipeline().getConfiguration();
    GroupingOptions options = buildGroupingOptions(conf, tf, pType, columnOrders);
    PTable<Tuple3<V1, V2, V3>, Void> sortedPt = pt.groupByKey(options).ungroup();
    return sortedPt.parallelDo(new DoFn<Pair<Tuple3<V1, V2, V3>, Void>, Tuple3<V1, V2, V3>>() {

        @Override
        public void process(Pair<Tuple3<V1, V2, V3>, Void> input, Emitter<Tuple3<V1, V2, V3>> emitter) {
            emitter.emit(input.first());
        }
    }, collection.getPType());
}