| /* |
| * 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.datasketches.tuple; |
| |
| import static java.lang.Math.min; |
| |
| import org.apache.datasketches.common.SketchesArgumentException; |
| import org.apache.datasketches.thetacommon.QuickSelect; |
| import org.apache.datasketches.thetacommon.ThetaUtil; |
| |
| /** |
| * Compute the union of two or more generic tuple sketches or generic tuple sketches combined with |
| * theta sketches. A new instance represents an empty set. |
| * @param <S> Type of Summary |
| */ |
| public class Union<S extends Summary> { |
| private final SummarySetOperations<S> summarySetOps_; |
| private QuickSelectSketch<S> qsk_; |
| private long unionThetaLong_; // need to maintain outside of the sketch |
| private boolean empty_; |
| |
| /** |
| * Creates new Union instance with instructions on how to process two summaries that |
| * overlap. This will have the default nominal entries (K). |
| * @param summarySetOps instance of SummarySetOperations |
| */ |
| public Union(final SummarySetOperations<S> summarySetOps) { |
| this(ThetaUtil.DEFAULT_NOMINAL_ENTRIES, summarySetOps); |
| } |
| |
| /** |
| * Creates new Union instance. |
| * @param nomEntries nominal entries (K). Forced to the nearest power of 2 greater than |
| * given value. |
| * @param summarySetOps instance of SummarySetOperations |
| */ |
| public Union(final int nomEntries, final SummarySetOperations<S> summarySetOps) { |
| summarySetOps_ = summarySetOps; |
| qsk_ = new QuickSelectSketch<>(nomEntries, null); |
| unionThetaLong_ = qsk_.getThetaLong(); |
| empty_ = true; |
| } |
| |
| /** |
| * Perform a stateless, pair-wise union operation between two tuple sketches. |
| * The returned sketch will be cut back to the smaller of the two k values if required. |
| * |
| * <p>Nulls and empty sketches are ignored.</p> |
| * |
| * @param tupleSketchA The first argument |
| * @param tupleSketchB The second argument |
| * @return the result ordered CompactSketch on the heap. |
| */ |
| public CompactSketch<S> union(final Sketch<S> tupleSketchA, final Sketch<S> tupleSketchB) { |
| reset(); |
| union(tupleSketchA); |
| union(tupleSketchB); |
| final CompactSketch<S> csk = getResult(true); |
| return csk; |
| } |
| |
| /** |
| * Perform a stateless, pair-wise union operation between a tupleSketch and a thetaSketch. |
| * The returned sketch will be cut back to the smaller of the two k values if required. |
| * |
| * <p>Nulls and empty sketches are ignored.</p> |
| * |
| * @param tupleSketch The first argument |
| * @param thetaSketch The second argument |
| * @param summary the given proxy summary for the theta sketch, which doesn't have one. |
| * This may not be null. |
| * @return the result ordered CompactSketch on the heap. |
| */ |
| public CompactSketch<S> union(final Sketch<S> tupleSketch, |
| final org.apache.datasketches.theta.Sketch thetaSketch, final S summary) { |
| reset(); |
| union(tupleSketch); |
| union(thetaSketch, summary); |
| final CompactSketch<S> csk = getResult(true); |
| return csk; |
| } |
| |
| /** |
| * Performs a stateful union of the internal set with the given tupleSketch. |
| * @param tupleSketch input tuple sketch to merge with the internal set. |
| * |
| * <p>Nulls and empty sketches are ignored.</p> |
| */ |
| public void union(final Sketch<S> tupleSketch) { |
| if (tupleSketch == null || tupleSketch.isEmpty()) { return; } |
| empty_ = false; |
| unionThetaLong_ = min(tupleSketch.thetaLong_, unionThetaLong_); |
| final TupleSketchIterator<S> it = tupleSketch.iterator(); |
| while (it.next()) { |
| qsk_.merge(it.getHash(), it.getSummary(), summarySetOps_); |
| } |
| unionThetaLong_ = min(unionThetaLong_, qsk_.thetaLong_); |
| } |
| |
| /** |
| * Performs a stateful union of the internal set with the given thetaSketch by combining entries |
| * using the hashes from the theta sketch and summary values from the given summary. |
| * @param thetaSketch the given theta sketch input. If null or empty, it is ignored. |
| * @param summary the given proxy summary for the theta sketch, which doesn't have one. This may |
| * not be null. |
| */ |
| public void union(final org.apache.datasketches.theta.Sketch thetaSketch, final S summary) { |
| if (summary == null) { |
| throw new SketchesArgumentException("Summary cannot be null."); } |
| if (thetaSketch == null || thetaSketch.isEmpty()) { return; } |
| empty_ = false; |
| final long thetaIn = thetaSketch.getThetaLong(); |
| unionThetaLong_ = min(thetaIn, unionThetaLong_); |
| final org.apache.datasketches.theta.HashIterator it = thetaSketch.iterator(); |
| while (it.next()) { |
| qsk_.merge(it.get(), summary, summarySetOps_); //copies summary |
| } |
| unionThetaLong_ = min(unionThetaLong_, qsk_.thetaLong_); |
| } |
| |
| /** |
| * Gets the result of a sequence of stateful <i>union</i> operations as an unordered CompactSketch |
| * @return result of the stateful unions so far. The state of this operation is not reset after the |
| * result is returned. |
| */ |
| public CompactSketch<S> getResult() { |
| return getResult(false); |
| } |
| |
| /** |
| * Gets the result of a sequence of stateful <i>union</i> operations as an unordered CompactSketch. |
| * @param reset If <i>true</i>, clears this operator to the empty state after this result is |
| * returned. Set this to <i>false</i> if you wish to obtain an intermediate result. |
| * @return result of the stateful union |
| */ |
| @SuppressWarnings("unchecked") |
| public CompactSketch<S> getResult(final boolean reset) { |
| final CompactSketch<S> result; |
| if (empty_) { |
| result = qsk_.compact(); |
| } else if (unionThetaLong_ >= qsk_.thetaLong_ && qsk_.getRetainedEntries() <= qsk_.getNominalEntries()) { |
| //unionThetaLong_ >= qsk_.thetaLong_ means we can ignore unionThetaLong_. We don't need to rebuild. |
| //qsk_.getRetainedEntries() <= qsk_.getNominalEntries() means we don't need to pull back to k. |
| result = qsk_.compact(); |
| } else { |
| final long tmpThetaLong = min(unionThetaLong_, qsk_.thetaLong_); |
| |
| //count the number of valid hashes in because Alpha can have dirty values |
| int numHashesIn = 0; |
| TupleSketchIterator<S> it = qsk_.iterator(); |
| while (it.next()) { //counts valid hashes |
| if (it.getHash() < tmpThetaLong) { numHashesIn++; } |
| } |
| |
| if (numHashesIn == 0) { |
| //numHashes == 0 && empty == false means Theta < 1.0 |
| //Therefore, this is a degenerate sketch: theta < 1.0, count = 0, empty = false |
| result = new CompactSketch<>(null, null, tmpThetaLong, empty_); |
| } |
| |
| else { |
| //we know: empty == false, count > 0 |
| final int numHashesOut; |
| final long thetaLongOut; |
| if (numHashesIn > qsk_.getNominalEntries()) { |
| //we need to trim hashes and need a new thetaLong |
| final long[] tmpHashArr = new long[numHashesIn]; // temporary, order will be destroyed by quick select |
| it = qsk_.iterator(); |
| int i = 0; |
| while (it.next()) { |
| final long hash = it.getHash(); |
| if (hash < tmpThetaLong) { tmpHashArr[i++] = hash; } |
| } |
| numHashesOut = qsk_.getNominalEntries(); |
| thetaLongOut = QuickSelect.select(tmpHashArr, 0, numHashesIn - 1, numHashesOut); |
| } else { |
| numHashesOut = numHashesIn; |
| thetaLongOut = tmpThetaLong; |
| } |
| //now prepare the output arrays |
| final long[] hashArr = new long[numHashesOut]; |
| final S[] summaries = Util.newSummaryArray(qsk_.getSummaryTable(), numHashesOut); |
| it = qsk_.iterator(); |
| int i = 0; |
| while (it.next()) { //select the qualifying hashes from the gadget synchronized with the summaries |
| final long hash = it.getHash(); |
| if (hash < thetaLongOut) { |
| hashArr[i] = hash; |
| summaries[i] = (S) it.getSummary().copy(); |
| i++; |
| } |
| } |
| result = new CompactSketch<>(hashArr, summaries, thetaLongOut, empty_); |
| } |
| } |
| if (reset) { reset(); } |
| return result; |
| } |
| |
| /** |
| * Resets the internal set to the initial state, which represents an empty set. This is only useful |
| * after sequences of stateful union operations. |
| */ |
| public void reset() { |
| qsk_.reset(); |
| unionThetaLong_ = qsk_.getThetaLong(); |
| empty_ = true; |
| } |
| } |