| /* |
| * 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.theta; |
| |
| import static java.lang.foreign.ValueLayout.JAVA_BYTE; |
| import static java.nio.charset.StandardCharsets.UTF_8; |
| import static org.apache.datasketches.theta.PreambleUtil.SER_VER_BYTE; |
| import static org.testng.Assert.assertEquals; |
| import static org.testng.Assert.assertFalse; |
| |
| import java.lang.foreign.MemorySegment; |
| import java.nio.ByteBuffer; |
| |
| import org.apache.datasketches.common.Family; |
| import org.apache.datasketches.common.SketchesArgumentException; |
| import org.testng.annotations.Test; |
| |
| /** |
| * @author Lee Rhodes |
| */ |
| public class HeapUnionTest { |
| |
| @Test |
| public void checkExactUnionNoOverlap() { |
| final int lgK = 9; //512 |
| final int k = 1 << lgK; |
| final int u = k; |
| |
| final UpdatableThetaSketch usk1 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| final UpdatableThetaSketch usk2 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| |
| for (int i=0; i<u/2; i++) { |
| usk1.update(i); //256 |
| } |
| for (int i=u/2; i<u; i++) { |
| usk2.update(i); //256 no overlap |
| } |
| |
| assertEquals(u, usk1.getEstimate() + usk2.getEstimate(), 0.0); //exact, no overlap |
| |
| final ThetaUnion union = ThetaSetOperation.builder().setNominalEntries(k).buildUnion(); |
| |
| union.union(usk1); //update with heap UpdatableThetaSketch |
| union.union(usk2); //update with heap UpdatableThetaSketch |
| |
| testAllCompactForms(union, u, 0.0); |
| } |
| |
| @Test |
| public void checkEstUnionNoOverlap() { |
| final int lgK = 12; //4096 |
| final int k = 1 << lgK; |
| final int u = 4*k; |
| |
| final UpdatableThetaSketch usk1 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| final UpdatableThetaSketch usk2 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| |
| for (int i=0; i<u/2; i++) { |
| usk1.update(i); //2*k |
| } |
| for (int i=u/2; i<u; i++) { |
| usk2.update(i); //2*k no overlap |
| } |
| |
| final ThetaUnion union = ThetaSetOperation.builder().setNominalEntries(k).buildUnion(); |
| |
| union.union(usk1); //update with heap UpdatableThetaSketch |
| union.union(usk2); //update with heap UpdatableThetaSketch |
| |
| testAllCompactForms(union, u, 0.05); |
| } |
| |
| @Test |
| public void checkExactUnionWithOverlap() { |
| final int lgK = 9; //512 |
| final int k = 1 << lgK; |
| final int u = k; |
| |
| final UpdatableThetaSketch usk1 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| final UpdatableThetaSketch usk2 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| |
| for (int i=0; i<u/2; i++) { |
| usk1.update(i); //256 |
| } |
| for (int i=0; i<u ; i++) { |
| usk2.update(i); //512, 256 overlapped |
| } |
| |
| assertEquals(u, usk1.getEstimate() + usk2.getEstimate()/2, 0.0); //exact, overlapped |
| |
| final ThetaUnion union = ThetaSetOperation.builder().setNominalEntries(k).buildUnion(); |
| |
| union.union(usk1); //update with heap UpdatableThetaSketch |
| union.union(usk2); //update with heap UpdatableThetaSketch |
| |
| testAllCompactForms(union, u, 0.0); |
| } |
| |
| @Test |
| public void checkHeapifyExact() { |
| final int lgK = 9; //512 |
| final int k = 1 << lgK; |
| final int u = k; |
| |
| final UpdatableThetaSketch usk1 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| final UpdatableThetaSketch usk2 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| |
| for (int i=0; i<u/2; i++) { |
| usk1.update(i); //256 |
| } |
| for (int i=u/2; i<u; i++) { |
| usk2.update(i); //256 no overlap |
| } |
| |
| assertEquals(u, usk1.getEstimate() + usk2.getEstimate(), 0.0); //exact, no overlap |
| |
| final ThetaUnion union = ThetaSetOperation.builder().setNominalEntries(k).buildUnion(); |
| |
| union.union(usk1); //update with heap UpdatableThetaSketch |
| union.union(usk2); //update with heap UpdatableThetaSketch |
| |
| testAllCompactForms(union, u, 0.0); |
| |
| final ThetaUnion union2 = (ThetaUnion)ThetaSetOperation.heapify(MemorySegment.ofArray(union.toByteArray())); |
| |
| testAllCompactForms(union2, u, 0.0); |
| } |
| |
| @Test |
| public void checkHeapifyEstNoOverlap() { |
| final int lgK = 12; //4096 |
| final int k = 1 << lgK; |
| final int u = 4*k; |
| |
| final UpdatableThetaSketch usk1 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); //2k estimating |
| final UpdatableThetaSketch usk2 = UpdatableThetaSketch.builder().setNominalEntries(2 * k).build(); //2k exact |
| |
| for (int i=0; i<u/2; i++) { |
| usk1.update(i); //2k |
| } |
| for (int i=u/2; i<u; i++) { |
| usk2.update(i); //2k no overlap, exact |
| } |
| |
| final ThetaUnion union = ThetaSetOperation.builder().setNominalEntries(k).buildUnion(); |
| |
| union.union(usk1); //update with heap UpdatableThetaSketch |
| union.union(usk2); //update with heap UpdatableThetaSketch, early stop not possible |
| |
| testAllCompactForms(union, u, 0.05); |
| |
| final ThetaUnion union2 = (ThetaUnion)ThetaSetOperation.heapify(MemorySegment.ofArray(union.toByteArray())); |
| |
| testAllCompactForms(union2, u, 0.05); |
| } |
| |
| @Test |
| public void checkHeapifyEstNoOverlapOrderedIn() { |
| final int lgK = 12; //4096 |
| final int k = 1 << lgK; |
| final int u = 4*k; |
| |
| final UpdatableThetaSketch usk1 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); //2k estimating |
| final UpdatableThetaSketch usk2 = UpdatableThetaSketch.builder().setNominalEntries(2 * k).build(); //2k exact for early stop test |
| |
| for (int i=0; i<u/2; i++) { |
| usk1.update(i); //2k |
| } |
| for (int i=u/2; i<u; i++) { |
| usk2.update(i); //2k no overlap, exact, will force early stop |
| } |
| |
| final CompactThetaSketch cosk2 = usk2.compact(true, null); |
| |
| final ThetaUnion union = ThetaSetOperation.builder().setNominalEntries(k).buildUnion(); |
| |
| union.union(usk1); //update with heap UpdatableThetaSketch |
| union.union(cosk2); //update with heap CompactThetaSketch, Ordered input, early stop |
| |
| UpdatableThetaSketch emptySketch = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| union.union(emptySketch); //updates with empty |
| emptySketch = null; |
| union.union(emptySketch); //updates with null |
| |
| testAllCompactForms(union, u, 0.05); |
| |
| final ThetaUnion union2 = (ThetaUnion)ThetaSetOperation.heapify(MemorySegment.ofArray(union.toByteArray())); |
| |
| testAllCompactForms(union2, u, 0.05); |
| |
| union2.reset(); |
| assertEquals(union2.getResult(true, null).getEstimate(), 0.0, 0.0); |
| } |
| |
| @Test |
| public void checkWrapEstNoOverlapOrderedDirectIn() { |
| final int lgK = 12; //4096 |
| final int k = 1 << lgK; |
| final int u = 4*k; |
| |
| final UpdatableThetaSketch usk1 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); //2k estimating |
| final UpdatableThetaSketch usk2 = UpdatableThetaSketch.builder().setNominalEntries(2 * k).build(); //2k exact for early stop test |
| |
| for (int i=0; i<u/2; i++) { |
| usk1.update(i); //2k estimating |
| } |
| for (int i=u/2; i<u; i++) { |
| usk2.update(i); //2k no overlap, exact, will force early stop |
| } |
| |
| final MemorySegment cskSeg2 = MemorySegment.ofArray(new byte[usk2.getCompactBytes()]); |
| final CompactThetaSketch cosk2 = usk2.compact(true, cskSeg2); //ordered, loads the cskSeg2 as ordered |
| |
| final ThetaUnion union = ThetaSetOperation.builder().setNominalEntries(k).buildUnion(); |
| |
| union.union(usk1); //updates with heap UpdatableThetaSketch |
| union.union(cosk2); //updates with direct CompactThetaSketch, ordered, use early stop |
| |
| UpdatableThetaSketch emptySketch = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| union.union(emptySketch); //updates with empty sketch |
| emptySketch = null; |
| union.union(emptySketch); //updates with null sketch |
| |
| testAllCompactForms(union, u, 0.05); |
| |
| final ThetaUnion union2 = (ThetaUnion)ThetaSetOperation.heapify(MemorySegment.ofArray(union.toByteArray())); |
| |
| testAllCompactForms(union2, u, 0.05); |
| |
| union2.reset(); |
| assertEquals(union2.getResult(true, null).getEstimate(), 0.0, 0.0); |
| } |
| |
| @Test |
| public void checkHeapifyEstNoOverlapOrderedSegIn() { |
| final int lgK = 12; //4096 |
| final int k = 1 << lgK; |
| final int u = 4*k; |
| |
| final UpdatableThetaSketch usk1 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); //2k estimating |
| final UpdatableThetaSketch usk2 = UpdatableThetaSketch.builder().setNominalEntries(2 * k).build(); //2k exact for early stop test |
| |
| for (int i=0; i<u/2; i++) { |
| usk1.update(i); //2k estimating |
| } |
| for (int i=u/2; i<u; i++) { |
| usk2.update(i); //2k no overlap, exact, will force early stop |
| } |
| |
| final MemorySegment cskSeg2 = MemorySegment.ofArray(new byte[usk2.getCompactBytes()]); |
| usk2.compact(true, cskSeg2); //ordered, loads the cskSeg2 as ordered |
| |
| final ThetaUnion union = ThetaSetOperation.builder().setNominalEntries(k).buildUnion(); |
| |
| union.union(usk1); //updates with heap UpdatableThetaketch |
| union.union(cskSeg2); //updates with direct CompactThetaSketch, ordered, use early stop |
| |
| UpdatableThetaSketch emptySketch = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| union.union(emptySketch); //updates with empty sketch |
| emptySketch = null; |
| union.union(emptySketch); //updates with null sketch |
| |
| testAllCompactForms(union, u, 0.05); |
| |
| final ThetaUnion union2 = (ThetaUnion)ThetaSetOperation.heapify(MemorySegment.ofArray(union.toByteArray())); |
| |
| testAllCompactForms(union2, u, 0.05); |
| |
| union2.reset(); |
| assertEquals(union2.getResult(true, null).getEstimate(), 0.0, 0.0); |
| } |
| |
| @Test |
| public void checkHeapifyEstNoOverlapUnorderedSegIn() { |
| final int lgK = 12; //4096 |
| final int k = 1 << lgK; |
| final int u = 4*k; |
| |
| final UpdatableThetaSketch usk1 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); //2k estimating |
| final UpdatableThetaSketch usk2 = UpdatableThetaSketch.builder().setNominalEntries(2 * k).build(); //2k exact for early stop test |
| |
| for (int i=0; i<u/2; i++) { |
| usk1.update(i); //2k estimating |
| } |
| for (int i=u/2; i<u; i++) { |
| usk2.update(i); //2k no overlap, exact, will force early stop |
| } |
| |
| final MemorySegment cskSeg2 = MemorySegment.ofArray(new byte[usk2.getCompactBytes()]); |
| usk2.compact(false, cskSeg2); //unordered, loads the cskSeg2 as unordered |
| |
| final ThetaUnion union = ThetaSetOperation.builder().setNominalEntries(k).buildUnion(); |
| |
| union.union(usk1); //updates with heap UpdatableThetaketch |
| union.union(cskSeg2); //updates with direct CompactThetaSketch, ordered, use early stop |
| |
| UpdatableThetaSketch emptySketch = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| union.union(emptySketch); //updates with empty sketch |
| emptySketch = null; |
| union.union(emptySketch); //updates with null sketch |
| |
| testAllCompactForms(union, u, 0.05); |
| |
| final ThetaUnion union2 = (ThetaUnion)ThetaSetOperation.heapify(MemorySegment.ofArray(union.toByteArray())); |
| |
| testAllCompactForms(union2, u, 0.05); |
| |
| union2.reset(); |
| assertEquals(union2.getResult(true, null).getEstimate(), 0.0, 0.0); |
| } |
| |
| @Test |
| public void checkMultiUnion() { |
| final int lgK = 13; //8192 |
| final int k = 1 << lgK; |
| |
| final UpdatableThetaSketch usk1 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| final UpdatableThetaSketch usk2 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| final UpdatableThetaSketch usk3 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| final UpdatableThetaSketch usk4 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| |
| int v=0; |
| int u = 1000000; |
| for (int i=0; i<u; i++) { |
| usk1.update(i+v); |
| } |
| v += u; |
| u = 26797; |
| for (int i=0; i<u; i++) { |
| usk2.update(i+v); |
| } |
| v += u; |
| for (int i=0; i<u; i++) { |
| usk3.update(i+v); |
| } |
| v += u; |
| for (int i=0; i<u; i++) { |
| usk4.update(i+v); |
| } |
| v += u; |
| |
| final ThetaUnion union = ThetaSetOperation.builder().setNominalEntries(k).buildUnion(); |
| |
| union.union(usk1); //updates with heap UpdatableThetaketch |
| union.union(usk2); //updates with heap UpdatableThetaketch |
| union.union(usk3); //updates with heap UpdatableThetaketch |
| union.union(usk4); //updates with heap UpdatableThetaketch |
| |
| final CompactThetaSketch csk = union.getResult(true, null); |
| final double est = csk.getEstimate(); |
| assertEquals(est, v, .01*v); |
| } |
| |
| @Test |
| public void checkDirectSegmentIn() { |
| final int lgK = 12; //4096 |
| final int k = 1 << lgK; |
| final int u1 = 2*k; |
| final int u2 = 1024; //smaller exact sketch forces early stop |
| final int totU = u1+u2; |
| |
| final UpdatableThetaSketch usk1 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| final UpdatableThetaSketch usk2 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| |
| for (int i=0; i<u1; i++) { |
| usk1.update(i); //2*k |
| } |
| for (int i=u1; i<totU; i++) { |
| usk2.update(i); //2*k + 1024 no overlap |
| } |
| |
| final MemorySegment skSeg1 = MemorySegment.ofArray(usk1.compact(false, null).toByteArray()); |
| final MemorySegment skSeg2 = MemorySegment.ofArray(usk2.compact(true, null).toByteArray()); |
| |
| final CompactThetaSketch csk1 = (CompactThetaSketch)ThetaSketch.wrap(skSeg1); |
| final CompactThetaSketch csk2 = (CompactThetaSketch)ThetaSketch.wrap(skSeg2); |
| |
| final ThetaUnion union = ThetaSetOperation.builder().setNominalEntries(k).buildUnion(); |
| |
| union.union(csk1); |
| union.union(csk2); |
| |
| final CompactThetaSketch cOut = union.getResult(true, null); |
| assertEquals(cOut.getEstimate(), totU, .05*k); |
| } |
| |
| @Test |
| public void checkUpdateSegmentSpecialCases2() { |
| final int lgK = 12; //4096 |
| final int k = 1 << lgK; |
| final int u = 2*k; |
| |
| final UpdatableThetaSketch usk1 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| for (int i=0; i<u; i++) |
| { |
| usk1.update(i); //force prelongs to 3 |
| } |
| final CompactThetaSketch usk1c = usk1.compact(true, null); |
| final MemorySegment v3seg1 = MemorySegment.ofArray(usk1c.toByteArray()); |
| //println(PreambleUtil.toString(v3seg1)); |
| final ThetaUnion union = ThetaSetOperation.builder().setNominalEntries(k).buildUnion(); |
| union.union(v3seg1); |
| } |
| |
| @Test(expectedExceptions = SketchesArgumentException.class) |
| public void checkSegBadSerVer() { |
| final int lgK = 12; //4096 |
| final int k = 1 << lgK; |
| final UpdatableThetaSketch usk1 = UpdatableThetaSketch.builder().setNominalEntries(k).build(); |
| usk1.update(1); |
| usk1.update(2); |
| final CompactThetaSketch usk1c = usk1.compact(true, null); |
| final MemorySegment v3seg1 = MemorySegment.ofArray(usk1c.toByteArray()); |
| //corrupt SerVer |
| v3seg1.set(JAVA_BYTE, SER_VER_BYTE, (byte)0); |
| |
| final ThetaUnion union = ThetaSetOperation.builder().setNominalEntries(k).buildUnion(); |
| union.union(v3seg1); |
| } |
| |
| @Test |
| public void checkGetResult() { |
| final int k = 1024; |
| final UpdatableThetaSketch sk = UpdatableThetaSketch.builder().build(); |
| |
| final ThetaUnion union = ThetaSetOperation.builder().setNominalEntries(k).buildUnion(); |
| union.union(sk); |
| final CompactThetaSketch csk = union.getResult(); |
| assertEquals(csk.getCompactBytes(), 8); |
| } |
| |
| @Test |
| public void checkTrimToK() { |
| final int hiK = 1024; |
| final int loK = 512; |
| final UpdatableThetaSketch hiSk = UpdatableThetaSketch.builder().setNominalEntries(hiK).build(); |
| for (int i = 0; i < 3749; i++) { hiSk.update(i); } //count = 1920 |
| final UpdatableThetaSketch loSk = UpdatableThetaSketch.builder().setNominalEntries(loK).build(); |
| for (int i = 0; i < 1783; i++) { loSk.update(i + 10000); } //count = 960 |
| final ThetaUnion union = ThetaSetOperation.builder().setNominalEntries(hiK).buildUnion(); |
| CompactThetaSketch csk = union.union(hiSk, loSk); |
| println(csk.toString()); |
| assertEquals(csk.getRetainedEntries(), 1024); |
| } |
| |
| @Test |
| public void checkPrimitiveUpdates() { |
| final int k = 32; |
| final ThetaUnion union = ThetaSetOperation.builder().setNominalEntries(k).buildUnion(); |
| |
| union.update(1L); //#1 long |
| union.update(1.5); //#2 double |
| union.update(0.0); |
| union.update(-0.0); //#3 double |
| String s = null; |
| union.update(s); //null string |
| s = ""; |
| union.update(s); //empty string |
| s = "String"; |
| union.update(s); //#4 actual string |
| |
| byte[] byteArr = null; |
| union.update(byteArr); //null byte[] |
| byteArr = new byte[0]; |
| union.update(byteArr); //empty byte[] |
| union.update(ByteBuffer.wrap(byteArr)); // empty ByteBuffer |
| byteArr = "Byte Array".getBytes(UTF_8); |
| union.update(byteArr); //#5 actual byte[] |
| union.update(ByteBuffer.wrap(byteArr)); // same as previous |
| union.update(ByteBuffer.wrap(byteArr, 0, 4)); // #6 byte slice |
| |
| char[] charArr = null; |
| union.update(charArr); //null char[] |
| charArr = new char[0]; |
| union.update(charArr); //empty char[] |
| charArr = "String".toCharArray(); |
| union.update(charArr); //#7 actual char[] |
| |
| int[] intArr = null; |
| union.update(intArr); //null int[] |
| intArr = new int[0]; |
| union.update(intArr); //empty int[] |
| final int[] intArr2 = { 1, 2, 3, 4, 5 }; |
| union.update(intArr2); //#8 actual int[] |
| |
| long[] longArr = null; |
| union.update(longArr); //null long[] |
| longArr = new long[0]; |
| union.update(longArr); //empty long[] |
| final long[] longArr2 = { 6, 7, 8, 9 }; |
| union.update(longArr2); //#9 actual long[] |
| |
| final CompactThetaSketch comp = union.getResult(); |
| final double est = comp.getEstimate(); |
| final boolean empty = comp.isEmpty(); |
| assertEquals(est, 9.0, 0.0); |
| assertFalse(empty); |
| } |
| |
| //used by DirectUnionTest as well |
| public static void testAllCompactForms(final ThetaUnion union, final double expected, final double toll) { |
| double compEst1, compEst2; |
| compEst1 = union.getResult(false, null).getEstimate(); //not ordered, no seg |
| assertEquals(compEst1, expected, toll*expected); |
| |
| final CompactThetaSketch comp2 = union.getResult(true, null); //ordered, no seg |
| compEst2 = comp2.getEstimate(); |
| assertEquals(compEst2, compEst1, 0.0); |
| |
| final MemorySegment seg = MemorySegment.ofArray(new byte[comp2.getCurrentBytes()]); |
| |
| compEst2 = union.getResult(false, seg).getEstimate(); //not ordered, seg |
| assertEquals(compEst2, compEst1, 0.0); |
| |
| compEst2 = union.getResult(true, seg).getEstimate(); //ordered, seg |
| assertEquals(compEst2, compEst1, 0.0); |
| } |
| |
| @Test |
| public void checkGetFamily() { |
| final ThetaSetOperation setOp = new ThetaSetOperationBuilder().build(Family.UNION); |
| assertEquals(setOp.getFamily(), Family.UNION); |
| } |
| |
| @Test |
| public void printlnTest() { |
| println("PRINTING: "+this.getClass().getName()); |
| } |
| |
| /** |
| * @param s value to print |
| */ |
| static void println(final String s) { |
| //System.out.println(s); //Disable here |
| } |
| } |