src/test/java/org/apache/datasketches/kll/KllMiscDirectFloatsTest.java - datasketches-java - Git at Google

 /*
  * 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.kll;

 import static org.apache.datasketches.kll.KllSketch.SketchType.FLOATS_SKETCH;
 import static org.testng.Assert.assertEquals;
 import static org.testng.Assert.assertFalse;
 import static org.testng.Assert.assertTrue;
 import static org.testng.Assert.fail;

 import org.apache.datasketches.common.SketchesArgumentException;
 import org.apache.datasketches.memory.DefaultMemoryRequestServer;
 import org.apache.datasketches.memory.WritableMemory;
 import org.apache.datasketches.quantilescommon.FloatsSortedView;
 import org.apache.datasketches.quantilescommon.FloatsSortedViewIterator;
 import org.testng.annotations.Test;

 public class KllMiscDirectFloatsTest {
   static final String LS = System.getProperty("line.separator");
   private static final DefaultMemoryRequestServer memReqSvr = new DefaultMemoryRequestServer();

   @Test
   public void checkBounds() {
     final KllFloatsSketch kll = getDirectFloatsSketch(200, 0);
     for (int i = 0; i < 1000; i++) {
       kll.update(i);
     }
     final double eps = kll.getNormalizedRankError(false);
     final float est = kll.getQuantile(0.5);
     final float ub = kll.getQuantileUpperBound(0.5);
     final float lb = kll.getQuantileLowerBound(0.5);
     assertEquals(ub, kll.getQuantile(.5 + eps));
     assertEquals(lb, kll.getQuantile(0.5 - eps));
     println("Ext     : " + est);
     println("UB      : " + ub);
     println("LB      : " + lb);
     final double rest = kll.getRank(est);
     final double restUB = kll.getRankUpperBound(rest);
     final double restLB = kll.getRankLowerBound(rest);
     assertTrue(restUB - rest < (2 * eps));
     assertTrue(rest - restLB < (2 * eps));
   }

   //@Test //enable static println(..) for visual checking
   public void visualCheckToString() {
     final int k = 20;
     final KllFloatsSketch sk = getDirectFloatsSketch(k, 0);
     for (int i = 0; i < 10; i++) { sk.update(i + 1); }
     println(sk.toString(true, true));

     final KllFloatsSketch sk2 = getDirectFloatsSketch(k, 0);
     for (int i = 0; i < 400; i++) { sk2.update(i + 1); }
     println("\n" + sk2.toString(true, true));

     sk2.merge(sk);
     final String s2 = sk2.toString(true, true);
     println(LS + s2);
   }

   @Test
   public void viewDirectCompactions() {
     int k = 20;
     int u = 108;
     KllFloatsSketch sk = getDirectFloatsSketch(k, 0);
     for (int i = 1; i <= u; i++) {
       sk.update(i);
       if (sk.levelsArr[0] == 0) {
         println(sk.toString(true, true));
         sk.update(++i);
         println(sk.toString(true, true));
         assertEquals(sk.getFloatItemsArray()[sk.levelsArr[0]], i);
       }
     }
   }

   @Test
   public void viewCompactionAndSortedView() {
     int k = 20;
     KllFloatsSketch sk = getDirectFloatsSketch(k, 0);
     show(sk, 20);
     FloatsSortedView sv = sk.getSortedView();
     FloatsSortedViewIterator itr = sv.iterator();
     printf("%12s%12s\n", "Value", "CumWeight");
     while (itr.next()) {
       float v = itr.getQuantile();
       long wt = itr.getWeight();
       printf("%12.1f%12d\n", v, wt);
     }
   }

   private static void show(final KllFloatsSketch sk, int limit) {
     int i = (int) sk.getN();
     for ( ; i < limit; i++) { sk.update(i + 1); }
     println(sk.toString(true, true));
   }

   @Test
   public void checkSketchInitializeFloatHeap() {
     int k = 20; //don't change this
     KllFloatsSketch sk;

     //println("#### CASE: FLOAT FULL HEAP");
     sk = getDirectFloatsSketch(k, 0);
     for (int i = 1; i <= k + 1; i++) { sk.update(i); }
     //println(sk.toString(true, true));
     assertEquals(sk.getK(), k);
     assertEquals(sk.getN(), k + 1);
     assertEquals(sk.getNumRetained(), 11);
     assertFalse(sk.isEmpty());
     assertTrue(sk.isEstimationMode());
     assertEquals(sk.getMinK(), k);
     assertEquals(sk.getFloatItemsArray().length, 33);
     assertEquals(sk.getLevelsArray(sk.sketchStructure).length, 3);
     assertEquals(sk.getMaxItem(), 21.0F);
     assertEquals(sk.getMinItem(), 1.0F);
     assertEquals(sk.getNumLevels(), 2);
     assertFalse(sk.isLevelZeroSorted());

     //println("#### CASE: FLOAT HEAP EMPTY");
     sk = getDirectFloatsSketch(k, 0);
     //println(sk.toString(true, true));
     assertEquals(sk.getK(), k);
     assertEquals(sk.getN(), 0);
     assertEquals(sk.getNumRetained(), 0);
     assertTrue(sk.isEmpty());
     assertFalse(sk.isEstimationMode());
     assertEquals(sk.getMinK(), k);
     assertEquals(sk.getFloatItemsArray().length, 20);
     assertEquals(sk.getLevelsArray(sk.sketchStructure).length, 2);
     try { sk.getMaxItem(); fail(); } catch (SketchesArgumentException e) { }
     try { sk.getMinItem(); fail(); } catch (SketchesArgumentException e) { }
     assertEquals(sk.getNumLevels(), 1);
     assertFalse(sk.isLevelZeroSorted());

     //println("#### CASE: FLOAT HEAP SINGLE");
     sk = getDirectFloatsSketch(k, 0);
     sk.update(1);
     //println(sk.toString(true, true));
     assertEquals(sk.getK(), k);
     assertEquals(sk.getN(), 1);
     assertEquals(sk.getNumRetained(), 1);
     assertFalse(sk.isEmpty());
     assertFalse(sk.isEstimationMode());
     assertEquals(sk.getMinK(), k);
     assertEquals(sk.getFloatItemsArray().length, 20);
     assertEquals(sk.getLevelsArray(sk.sketchStructure).length, 2);
     assertEquals(sk.getMaxItem(), 1.0F);
     assertEquals(sk.getMinItem(), 1.0F);
     assertEquals(sk.getNumLevels(), 1);
     assertFalse(sk.isLevelZeroSorted());
   }

   @Test
   public void checkSketchInitializeFloatHeapifyCompactMem() {
     int k = 20; //don't change this
     KllFloatsSketch sk;
     KllFloatsSketch sk2;
     byte[] compBytes;
     WritableMemory wmem;

     //println("#### CASE: FLOAT FULL HEAPIFIED FROM COMPACT");
     sk2 = getDirectFloatsSketch(k, 0);
     for (int i = 1; i <= k + 1; i++) { sk2.update(i); }
     //println(sk.toString(true, true));
     compBytes = sk2.toByteArray();
     wmem = WritableMemory.writableWrap(compBytes);
     //println(KllPreambleUtil.toString(wmem));
     sk = KllFloatsSketch.heapify(wmem);
     assertEquals(sk.getK(), k);
     assertEquals(sk.getN(), k + 1);
     assertEquals(sk.getNumRetained(), 11);
     assertFalse(sk.isEmpty());
     assertTrue(sk.isEstimationMode());
     assertEquals(sk.getMinK(), k);
     assertEquals(sk.getFloatItemsArray().length, 33);
     assertEquals(sk.getLevelsArray(sk.sketchStructure).length, 3);
     assertEquals(sk.getMaxItem(), 21.0F);
     assertEquals(sk.getMinItem(), 1.0f);
     assertEquals(sk.getNumLevels(), 2);
     assertFalse(sk.isLevelZeroSorted());

     //println("#### CASE: FLOAT EMPTY HEAPIFIED FROM COMPACT");
     sk2 = getDirectFloatsSketch(k, 0);
     //println(sk.toString(true, true));
     compBytes = sk2.toByteArray();
     wmem = WritableMemory.writableWrap(compBytes);
     //println(KllPreambleUtil.toString(wmem));
     sk = KllFloatsSketch.heapify(wmem);
     assertEquals(sk.getK(), k);
     assertEquals(sk.getN(), 0);
     assertEquals(sk.getNumRetained(), 0);
     assertTrue(sk.isEmpty());
     assertFalse(sk.isEstimationMode());
     assertEquals(sk.getMinK(), k);
     assertEquals(sk.getFloatItemsArray().length, 20);
     assertEquals(sk.getLevelsArray(sk.sketchStructure).length, 2);
     try { sk.getMaxItem(); fail(); } catch (SketchesArgumentException e) { }
     try { sk.getMinItem(); fail(); } catch (SketchesArgumentException e) { }
     assertEquals(sk.getNumLevels(), 1);
     assertFalse(sk.isLevelZeroSorted());

     //println("#### CASE: FLOAT SINGLE HEAPIFIED FROM COMPACT");
     sk2 = getDirectFloatsSketch(k, 0);
     sk2.update(1);
     //println(sk2.toString(true, true));
     compBytes = sk2.toByteArray();
     wmem = WritableMemory.writableWrap(compBytes);
     //println(KllPreambleUtil.toString(wmem));
     sk = KllFloatsSketch.heapify(wmem);
     assertEquals(sk.getK(), k);
     assertEquals(sk.getN(), 1);
     assertEquals(sk.getNumRetained(), 1);
     assertFalse(sk.isEmpty());
     assertFalse(sk.isEstimationMode());
     assertEquals(sk.getMinK(), k);
     assertEquals(sk.getFloatItemsArray().length, 20);
     assertEquals(sk.getLevelsArray(sk.sketchStructure).length, 2);
     assertEquals(sk.getMaxItem(), 1.0F);
     assertEquals(sk.getMinItem(), 1.0F);
     assertEquals(sk.getNumLevels(), 1);
     assertFalse(sk.isLevelZeroSorted());
   }

   @Test
   public void checkSketchInitializeFloatHeapifyUpdatableMem() {
     int k = 20; //don't change this
     KllFloatsSketch sk;
     KllFloatsSketch sk2;
     byte[] compBytes;
     WritableMemory wmem;

     //println("#### CASE: FLOAT FULL HEAPIFIED FROM UPDATABLE");
     sk2 = getDirectFloatsSketch(k, 0);
     for (int i = 1; i <= k + 1; i++) { sk2.update(i); }
     //println(sk2.toString(true, true));
     compBytes = KllHelper.toByteArray(sk2,true);
     wmem = WritableMemory.writableWrap(compBytes);
     sk = KllHeapFloatsSketch.heapifyImpl(wmem);
     //println(sk.toString(true, true));
     assertEquals(sk.getK(), k);
     assertEquals(sk.getN(), k + 1);
     assertEquals(sk.getNumRetained(), 11);
     assertFalse(sk.isEmpty());
     assertTrue(sk.isEstimationMode());
     assertEquals(sk.getMinK(), k);
     assertEquals(sk.getFloatItemsArray().length, 33);
     assertEquals(sk.getLevelsArray(sk.sketchStructure).length, 3);
     assertEquals(sk.getMaxItem(), 21.0F);
     assertEquals(sk.getMinItem(), 1.0F);
     assertEquals(sk.getNumLevels(), 2);
     assertFalse(sk.isLevelZeroSorted());

    // println("#### CASE: FLOAT EMPTY HEAPIFIED FROM UPDATABLE");
     sk2 = getDirectFloatsSketch(k, 0);
     //println(sk.toString(true, true));
     compBytes = KllHelper.toByteArray(sk2, true);
     wmem = WritableMemory.writableWrap(compBytes);
     //println(KllPreambleUtil.toString(wmem));
     sk = KllHeapFloatsSketch.heapifyImpl(wmem);
     assertEquals(sk.getK(), k);
     assertEquals(sk.getN(), 0);
     assertEquals(sk.getNumRetained(), 0);
     assertTrue(sk.isEmpty());
     assertFalse(sk.isEstimationMode());
     assertEquals(sk.getMinK(), k);
     assertEquals(sk.getFloatItemsArray().length, 20);
     assertEquals(sk.getLevelsArray(sk.sketchStructure).length, 2);
     try { sk.getMaxItem(); fail(); } catch (SketchesArgumentException e) { }
     try { sk.getMinItem(); fail(); } catch (SketchesArgumentException e) { }
     assertEquals(sk.getNumLevels(), 1);
     assertFalse(sk.isLevelZeroSorted());

     //println("#### CASE: FLOAT SINGLE HEAPIFIED FROM UPDATABLE");
     sk2 = getDirectFloatsSketch(k, 0);
     sk2.update(1);
     //println(sk.toString(true, true));
     compBytes = KllHelper.toByteArray(sk2,true);
     wmem = WritableMemory.writableWrap(compBytes);
     //println(KllPreambleUtil.toString(wmem));
     sk = KllHeapFloatsSketch.heapifyImpl(wmem);
     assertEquals(sk.getK(), k);
     assertEquals(sk.getN(), 1);
     assertEquals(sk.getNumRetained(), 1);
     assertFalse(sk.isEmpty());
     assertFalse(sk.isEstimationMode());
     assertEquals(sk.getMinK(), k);
     assertEquals(sk.getFloatItemsArray().length, 20);
     assertEquals(sk.getLevelsArray(sk.sketchStructure).length, 2);
     assertEquals(sk.getMaxItem(), 1.0F);
     assertEquals(sk.getMinItem(), 1.0F);
     assertEquals(sk.getNumLevels(), 1);
     assertFalse(sk.isLevelZeroSorted());
   }

   @Test
   public void checkMemoryToStringFloatUpdatable() {
     int k = 20; //don't change this
     KllFloatsSketch sk;
     KllFloatsSketch sk2;
     byte[] upBytes;
     byte[] upBytes2;
     WritableMemory wmem;
     String s;

     println("#### CASE: FLOAT FULL UPDATABLE");
     sk = getDirectFloatsSketch(k, 0);
     for (int i = 1; i <= k + 1; i++) { sk.update(i); }
     upBytes = KllHelper.toByteArray(sk, true);
     wmem = WritableMemory.writableWrap(upBytes);
     s = KllPreambleUtil.toString(wmem, FLOATS_SKETCH, true);
     println("step 1: sketch to byte[]/memory & analyze memory");
     println(s);
     sk2 = KllFloatsSketch.writableWrap(wmem, memReqSvr);
     upBytes2 = KllHelper.toByteArray(sk2, true);
     wmem = WritableMemory.writableWrap(upBytes2);
     s = KllPreambleUtil.toString(wmem, FLOATS_SKETCH, true);
     println("step 2: memory to heap sketch, to byte[]/memory & analyze memory. Should match above");
     println(s);
     assertEquals(upBytes, upBytes2);

     println("#### CASE: FLOAT EMPTY UPDATABLE");
     sk = getDirectFloatsSketch(k, 0);
     upBytes = KllHelper.toByteArray(sk, true);
     wmem = WritableMemory.writableWrap(upBytes);
     s = KllPreambleUtil.toString(wmem, FLOATS_SKETCH, true);
     println("step 1: sketch to byte[]/memory & analyze memory");
     println(s);
     sk2 = KllFloatsSketch.writableWrap(wmem, memReqSvr);
     upBytes2 = KllHelper.toByteArray(sk2, true);
     wmem = WritableMemory.writableWrap(upBytes2);
     s = KllPreambleUtil.toString(wmem, FLOATS_SKETCH, true);
     println("step 2: memory to heap sketch, to byte[]/memory & analyze memory. Should match above");
     println(s);
     assertEquals(upBytes, upBytes2);

     println("#### CASE: FLOAT SINGLE UPDATABL");
     sk = getDirectFloatsSketch(k, 0);
     sk.update(1);
     upBytes = KllHelper.toByteArray(sk, true);
     wmem = WritableMemory.writableWrap(upBytes);
     s = KllPreambleUtil.toString(wmem, FLOATS_SKETCH, true);
     println("step 1: sketch to byte[]/memory & analyze memory");
     println(s);
     sk2 = KllFloatsSketch.writableWrap(wmem, memReqSvr);
     upBytes2 = KllHelper.toByteArray(sk2, true);
     wmem = WritableMemory.writableWrap(upBytes2);
     s = KllPreambleUtil.toString(wmem, FLOATS_SKETCH, true);
     println("step 2: memory to heap sketch, to byte[]/memory & analyze memory. Should match above");
     println(s);
     assertEquals(upBytes, upBytes2);
   }

   @Test
   public void checkSimpleMerge() {
     int k = 20;
     int n1 = 21;
     int n2 = 21;
     KllFloatsSketch sk1 = getDirectFloatsSketch(k, 0);
     KllFloatsSketch sk2 = getDirectFloatsSketch(k, 0);
     for (int i = 1; i <= n1; i++) {
       sk1.update(i);
     }
     for (int i = 1; i <= n2; i++) {
       sk2.update(i + 100);
     }
     println(sk1.toString(true, true));
     println(sk2.toString(true, true));
     sk1.merge(sk2);
     println(sk1.toString(true, true));
     assertEquals(sk1.getMaxItem(), 121.0F);
     assertEquals(sk1.getMinItem(), 1.0F);
   }

   @Test
   public void checkSizes() {
     KllFloatsSketch sk = getDirectFloatsSketch(20, 0);
     for (int i = 1; i <= 21; i++) { sk.update(i); }
     //println(sk.toString(true, true));
     byte[] byteArr1 = KllHelper.toByteArray(sk, true);
     int size1 = sk.currentSerializedSizeBytes(true);
     assertEquals(size1, byteArr1.length);
     byte[] byteArr2 = sk.toByteArray();
     int size2 = sk.currentSerializedSizeBytes(false);
     assertEquals(size2, byteArr2.length);
   }

   @Test
   public void checkNewInstance() {
     int k = 200;
     WritableMemory dstMem = WritableMemory.allocate(3000);
     KllFloatsSketch sk = KllFloatsSketch.newDirectInstance(k, dstMem, memReqSvr);
     for (int i = 1; i <= 10_000; i++) {sk.update(i); }
     assertEquals(sk.getMinItem(), 1.0F);
     assertEquals(sk.getMaxItem(), 10000.0F);
     //println(sk.toString(true, true));
   }

   @Test
   public void checkDifferentM() {
     int k = 20;
     int m = 4;
     WritableMemory dstMem = WritableMemory.allocate(1000);
     KllFloatsSketch sk = KllDirectFloatsSketch.newDirectUpdatableInstance(k, m, dstMem, memReqSvr);
     for (int i = 1; i <= 200; i++) {sk.update(i); }
     assertEquals(sk.getMinItem(), 1.0);
     assertEquals(sk.getMaxItem(), 200.0);
   }

   private static KllFloatsSketch getDirectFloatsSketch(final int k, final int n) {
     KllFloatsSketch sk = KllFloatsSketch.newHeapInstance(k);
     for (int i = 1; i <= n; i++) { sk.update(i); }
     byte[] byteArr = KllHelper.toByteArray(sk, true);
     WritableMemory wmem = WritableMemory.writableWrap(byteArr);
     KllFloatsSketch dfsk = KllFloatsSketch.writableWrap(wmem, memReqSvr);
     return dfsk;
   }

   @Test
   public void printlnTest() {
     String s = "PRINTING:  printf in " + this.getClass().getName();
     println(s);
     printf("%s\n", s);
   }

   private final static boolean enablePrinting = false;

   /**
    * @param format the format
    * @param args the args
    */
   private static final void printf(final String format, final Object ...args) {
     if (enablePrinting) { System.out.printf(format, args); }
   }

   /**
    * @param o the Object to println
    */
   private static final void println(final Object o) {
     if (enablePrinting) { System.out.println(o.toString()); }
   }

 }
	/*
	* 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.kll;

	import static org.apache.datasketches.kll.KllSketch.SketchType.FLOATS_SKETCH;
	import static org.testng.Assert.assertEquals;
	import static org.testng.Assert.assertFalse;
	import static org.testng.Assert.assertTrue;
	import static org.testng.Assert.fail;

	import org.apache.datasketches.common.SketchesArgumentException;
	import org.apache.datasketches.memory.DefaultMemoryRequestServer;
	import org.apache.datasketches.memory.WritableMemory;
	import org.apache.datasketches.quantilescommon.FloatsSortedView;
	import org.apache.datasketches.quantilescommon.FloatsSortedViewIterator;
	import org.testng.annotations.Test;

	public class KllMiscDirectFloatsTest {
	static final String LS = System.getProperty("line.separator");
	private static final DefaultMemoryRequestServer memReqSvr = new DefaultMemoryRequestServer();

	@Test
	public void checkBounds() {
	final KllFloatsSketch kll = getDirectFloatsSketch(200, 0);
	for (int i = 0; i < 1000; i++) {
	kll.update(i);
	}
	final double eps = kll.getNormalizedRankError(false);
	final float est = kll.getQuantile(0.5);
	final float ub = kll.getQuantileUpperBound(0.5);
	final float lb = kll.getQuantileLowerBound(0.5);
	assertEquals(ub, kll.getQuantile(.5 + eps));
	assertEquals(lb, kll.getQuantile(0.5 - eps));
	println("Ext : " + est);
	println("UB : " + ub);
	println("LB : " + lb);
	final double rest = kll.getRank(est);
	final double restUB = kll.getRankUpperBound(rest);
	final double restLB = kll.getRankLowerBound(rest);
	assertTrue(restUB - rest < (2 * eps));
	assertTrue(rest - restLB < (2 * eps));
	}

	//@Test //enable static println(..) for visual checking
	public void visualCheckToString() {
	final int k = 20;
	final KllFloatsSketch sk = getDirectFloatsSketch(k, 0);
	for (int i = 0; i < 10; i++) { sk.update(i + 1); }
	println(sk.toString(true, true));

	final KllFloatsSketch sk2 = getDirectFloatsSketch(k, 0);
	for (int i = 0; i < 400; i++) { sk2.update(i + 1); }
	println("\n" + sk2.toString(true, true));

	sk2.merge(sk);
	final String s2 = sk2.toString(true, true);
	println(LS + s2);
	}

	@Test
	public void viewDirectCompactions() {
	int k = 20;
	int u = 108;
	KllFloatsSketch sk = getDirectFloatsSketch(k, 0);
	for (int i = 1; i <= u; i++) {
	sk.update(i);
	if (sk.levelsArr[0] == 0) {
	println(sk.toString(true, true));
	sk.update(++i);
	println(sk.toString(true, true));
	assertEquals(sk.getFloatItemsArray()[sk.levelsArr[0]], i);
	}
	}
	}

	@Test
	public void viewCompactionAndSortedView() {
	int k = 20;
	KllFloatsSketch sk = getDirectFloatsSketch(k, 0);
	show(sk, 20);
	FloatsSortedView sv = sk.getSortedView();
	FloatsSortedViewIterator itr = sv.iterator();
	printf("%12s%12s\n", "Value", "CumWeight");
	while (itr.next()) {
	float v = itr.getQuantile();
	long wt = itr.getWeight();
	printf("%12.1f%12d\n", v, wt);
	}
	}

	private static void show(final KllFloatsSketch sk, int limit) {
	int i = (int) sk.getN();
	for ( ; i < limit; i++) { sk.update(i + 1); }
	println(sk.toString(true, true));
	}

	@Test
	public void checkSketchInitializeFloatHeap() {
	int k = 20; //don't change this
	KllFloatsSketch sk;

	//println("#### CASE: FLOAT FULL HEAP");
	sk = getDirectFloatsSketch(k, 0);
	for (int i = 1; i <= k + 1; i++) { sk.update(i); }
	//println(sk.toString(true, true));
	assertEquals(sk.getK(), k);
	assertEquals(sk.getN(), k + 1);
	assertEquals(sk.getNumRetained(), 11);
	assertFalse(sk.isEmpty());
	assertTrue(sk.isEstimationMode());
	assertEquals(sk.getMinK(), k);
	assertEquals(sk.getFloatItemsArray().length, 33);
	assertEquals(sk.getLevelsArray(sk.sketchStructure).length, 3);
	assertEquals(sk.getMaxItem(), 21.0F);
	assertEquals(sk.getMinItem(), 1.0F);
	assertEquals(sk.getNumLevels(), 2);
	assertFalse(sk.isLevelZeroSorted());

	//println("#### CASE: FLOAT HEAP EMPTY");
	sk = getDirectFloatsSketch(k, 0);
	//println(sk.toString(true, true));
	assertEquals(sk.getK(), k);
	assertEquals(sk.getN(), 0);
	assertEquals(sk.getNumRetained(), 0);
	assertTrue(sk.isEmpty());
	assertFalse(sk.isEstimationMode());
	assertEquals(sk.getMinK(), k);
	assertEquals(sk.getFloatItemsArray().length, 20);
	assertEquals(sk.getLevelsArray(sk.sketchStructure).length, 2);
	try { sk.getMaxItem(); fail(); } catch (SketchesArgumentException e) { }
	try { sk.getMinItem(); fail(); } catch (SketchesArgumentException e) { }
	assertEquals(sk.getNumLevels(), 1);
	assertFalse(sk.isLevelZeroSorted());

	//println("#### CASE: FLOAT HEAP SINGLE");
	sk = getDirectFloatsSketch(k, 0);
	sk.update(1);
	//println(sk.toString(true, true));
	assertEquals(sk.getK(), k);
	assertEquals(sk.getN(), 1);
	assertEquals(sk.getNumRetained(), 1);
	assertFalse(sk.isEmpty());
	assertFalse(sk.isEstimationMode());
	assertEquals(sk.getMinK(), k);
	assertEquals(sk.getFloatItemsArray().length, 20);
	assertEquals(sk.getLevelsArray(sk.sketchStructure).length, 2);
	assertEquals(sk.getMaxItem(), 1.0F);
	assertEquals(sk.getMinItem(), 1.0F);
	assertEquals(sk.getNumLevels(), 1);
	assertFalse(sk.isLevelZeroSorted());
	}

	@Test
	public void checkSketchInitializeFloatHeapifyCompactMem() {
	int k = 20; //don't change this
	KllFloatsSketch sk;
	KllFloatsSketch sk2;
	byte[] compBytes;
	WritableMemory wmem;

	//println("#### CASE: FLOAT FULL HEAPIFIED FROM COMPACT");
	sk2 = getDirectFloatsSketch(k, 0);
	for (int i = 1; i <= k + 1; i++) { sk2.update(i); }
	//println(sk.toString(true, true));
	compBytes = sk2.toByteArray();
	wmem = WritableMemory.writableWrap(compBytes);
	//println(KllPreambleUtil.toString(wmem));
	sk = KllFloatsSketch.heapify(wmem);
	assertEquals(sk.getK(), k);
	assertEquals(sk.getN(), k + 1);
	assertEquals(sk.getNumRetained(), 11);
	assertFalse(sk.isEmpty());
	assertTrue(sk.isEstimationMode());
	assertEquals(sk.getMinK(), k);
	assertEquals(sk.getFloatItemsArray().length, 33);
	assertEquals(sk.getLevelsArray(sk.sketchStructure).length, 3);
	assertEquals(sk.getMaxItem(), 21.0F);
	assertEquals(sk.getMinItem(), 1.0f);
	assertEquals(sk.getNumLevels(), 2);
	assertFalse(sk.isLevelZeroSorted());

	//println("#### CASE: FLOAT EMPTY HEAPIFIED FROM COMPACT");
	sk2 = getDirectFloatsSketch(k, 0);
	//println(sk.toString(true, true));
	compBytes = sk2.toByteArray();
	wmem = WritableMemory.writableWrap(compBytes);
	//println(KllPreambleUtil.toString(wmem));
	sk = KllFloatsSketch.heapify(wmem);
	assertEquals(sk.getK(), k);
	assertEquals(sk.getN(), 0);
	assertEquals(sk.getNumRetained(), 0);
	assertTrue(sk.isEmpty());
	assertFalse(sk.isEstimationMode());
	assertEquals(sk.getMinK(), k);
	assertEquals(sk.getFloatItemsArray().length, 20);
	assertEquals(sk.getLevelsArray(sk.sketchStructure).length, 2);
	try { sk.getMaxItem(); fail(); } catch (SketchesArgumentException e) { }
	try { sk.getMinItem(); fail(); } catch (SketchesArgumentException e) { }
	assertEquals(sk.getNumLevels(), 1);
	assertFalse(sk.isLevelZeroSorted());

	//println("#### CASE: FLOAT SINGLE HEAPIFIED FROM COMPACT");
	sk2 = getDirectFloatsSketch(k, 0);
	sk2.update(1);
	//println(sk2.toString(true, true));
	compBytes = sk2.toByteArray();
	wmem = WritableMemory.writableWrap(compBytes);
	//println(KllPreambleUtil.toString(wmem));
	sk = KllFloatsSketch.heapify(wmem);
	assertEquals(sk.getK(), k);
	assertEquals(sk.getN(), 1);
	assertEquals(sk.getNumRetained(), 1);
	assertFalse(sk.isEmpty());
	assertFalse(sk.isEstimationMode());
	assertEquals(sk.getMinK(), k);
	assertEquals(sk.getFloatItemsArray().length, 20);
	assertEquals(sk.getLevelsArray(sk.sketchStructure).length, 2);
	assertEquals(sk.getMaxItem(), 1.0F);
	assertEquals(sk.getMinItem(), 1.0F);
	assertEquals(sk.getNumLevels(), 1);
	assertFalse(sk.isLevelZeroSorted());
	}

	@Test
	public void checkSketchInitializeFloatHeapifyUpdatableMem() {
	int k = 20; //don't change this
	KllFloatsSketch sk;
	KllFloatsSketch sk2;
	byte[] compBytes;
	WritableMemory wmem;

	//println("#### CASE: FLOAT FULL HEAPIFIED FROM UPDATABLE");
	sk2 = getDirectFloatsSketch(k, 0);
	for (int i = 1; i <= k + 1; i++) { sk2.update(i); }
	//println(sk2.toString(true, true));
	compBytes = KllHelper.toByteArray(sk2,true);
	wmem = WritableMemory.writableWrap(compBytes);
	sk = KllHeapFloatsSketch.heapifyImpl(wmem);
	//println(sk.toString(true, true));
	assertEquals(sk.getK(), k);
	assertEquals(sk.getN(), k + 1);
	assertEquals(sk.getNumRetained(), 11);
	assertFalse(sk.isEmpty());
	assertTrue(sk.isEstimationMode());
	assertEquals(sk.getMinK(), k);
	assertEquals(sk.getFloatItemsArray().length, 33);
	assertEquals(sk.getLevelsArray(sk.sketchStructure).length, 3);
	assertEquals(sk.getMaxItem(), 21.0F);
	assertEquals(sk.getMinItem(), 1.0F);
	assertEquals(sk.getNumLevels(), 2);
	assertFalse(sk.isLevelZeroSorted());

	// println("#### CASE: FLOAT EMPTY HEAPIFIED FROM UPDATABLE");
	sk2 = getDirectFloatsSketch(k, 0);
	//println(sk.toString(true, true));
	compBytes = KllHelper.toByteArray(sk2, true);
	wmem = WritableMemory.writableWrap(compBytes);
	//println(KllPreambleUtil.toString(wmem));
	sk = KllHeapFloatsSketch.heapifyImpl(wmem);
	assertEquals(sk.getK(), k);
	assertEquals(sk.getN(), 0);
	assertEquals(sk.getNumRetained(), 0);
	assertTrue(sk.isEmpty());
	assertFalse(sk.isEstimationMode());
	assertEquals(sk.getMinK(), k);
	assertEquals(sk.getFloatItemsArray().length, 20);
	assertEquals(sk.getLevelsArray(sk.sketchStructure).length, 2);
	try { sk.getMaxItem(); fail(); } catch (SketchesArgumentException e) { }
	try { sk.getMinItem(); fail(); } catch (SketchesArgumentException e) { }
	assertEquals(sk.getNumLevels(), 1);
	assertFalse(sk.isLevelZeroSorted());

	//println("#### CASE: FLOAT SINGLE HEAPIFIED FROM UPDATABLE");
	sk2 = getDirectFloatsSketch(k, 0);
	sk2.update(1);
	//println(sk.toString(true, true));
	compBytes = KllHelper.toByteArray(sk2,true);
	wmem = WritableMemory.writableWrap(compBytes);
	//println(KllPreambleUtil.toString(wmem));
	sk = KllHeapFloatsSketch.heapifyImpl(wmem);
	assertEquals(sk.getK(), k);
	assertEquals(sk.getN(), 1);
	assertEquals(sk.getNumRetained(), 1);
	assertFalse(sk.isEmpty());
	assertFalse(sk.isEstimationMode());
	assertEquals(sk.getMinK(), k);
	assertEquals(sk.getFloatItemsArray().length, 20);
	assertEquals(sk.getLevelsArray(sk.sketchStructure).length, 2);
	assertEquals(sk.getMaxItem(), 1.0F);
	assertEquals(sk.getMinItem(), 1.0F);
	assertEquals(sk.getNumLevels(), 1);
	assertFalse(sk.isLevelZeroSorted());
	}

	@Test
	public void checkMemoryToStringFloatUpdatable() {
	int k = 20; //don't change this
	KllFloatsSketch sk;
	KllFloatsSketch sk2;
	byte[] upBytes;
	byte[] upBytes2;
	WritableMemory wmem;
	String s;

	println("#### CASE: FLOAT FULL UPDATABLE");
	sk = getDirectFloatsSketch(k, 0);
	for (int i = 1; i <= k + 1; i++) { sk.update(i); }
	upBytes = KllHelper.toByteArray(sk, true);
	wmem = WritableMemory.writableWrap(upBytes);
	s = KllPreambleUtil.toString(wmem, FLOATS_SKETCH, true);
	println("step 1: sketch to byte[]/memory & analyze memory");
	println(s);
	sk2 = KllFloatsSketch.writableWrap(wmem, memReqSvr);
	upBytes2 = KllHelper.toByteArray(sk2, true);
	wmem = WritableMemory.writableWrap(upBytes2);
	s = KllPreambleUtil.toString(wmem, FLOATS_SKETCH, true);
	println("step 2: memory to heap sketch, to byte[]/memory & analyze memory. Should match above");
	println(s);
	assertEquals(upBytes, upBytes2);

	println("#### CASE: FLOAT EMPTY UPDATABLE");
	sk = getDirectFloatsSketch(k, 0);
	upBytes = KllHelper.toByteArray(sk, true);
	wmem = WritableMemory.writableWrap(upBytes);
	s = KllPreambleUtil.toString(wmem, FLOATS_SKETCH, true);
	println("step 1: sketch to byte[]/memory & analyze memory");
	println(s);
	sk2 = KllFloatsSketch.writableWrap(wmem, memReqSvr);
	upBytes2 = KllHelper.toByteArray(sk2, true);
	wmem = WritableMemory.writableWrap(upBytes2);
	s = KllPreambleUtil.toString(wmem, FLOATS_SKETCH, true);
	println("step 2: memory to heap sketch, to byte[]/memory & analyze memory. Should match above");
	println(s);
	assertEquals(upBytes, upBytes2);

	println("#### CASE: FLOAT SINGLE UPDATABL");
	sk = getDirectFloatsSketch(k, 0);
	sk.update(1);
	upBytes = KllHelper.toByteArray(sk, true);
	wmem = WritableMemory.writableWrap(upBytes);
	s = KllPreambleUtil.toString(wmem, FLOATS_SKETCH, true);
	println("step 1: sketch to byte[]/memory & analyze memory");
	println(s);
	sk2 = KllFloatsSketch.writableWrap(wmem, memReqSvr);
	upBytes2 = KllHelper.toByteArray(sk2, true);
	wmem = WritableMemory.writableWrap(upBytes2);
	s = KllPreambleUtil.toString(wmem, FLOATS_SKETCH, true);
	println("step 2: memory to heap sketch, to byte[]/memory & analyze memory. Should match above");
	println(s);
	assertEquals(upBytes, upBytes2);
	}

	@Test
	public void checkSimpleMerge() {
	int k = 20;
	int n1 = 21;
	int n2 = 21;
	KllFloatsSketch sk1 = getDirectFloatsSketch(k, 0);
	KllFloatsSketch sk2 = getDirectFloatsSketch(k, 0);
	for (int i = 1; i <= n1; i++) {
	sk1.update(i);
	}
	for (int i = 1; i <= n2; i++) {
	sk2.update(i + 100);
	}
	println(sk1.toString(true, true));
	println(sk2.toString(true, true));
	sk1.merge(sk2);
	println(sk1.toString(true, true));
	assertEquals(sk1.getMaxItem(), 121.0F);
	assertEquals(sk1.getMinItem(), 1.0F);
	}

	@Test
	public void checkSizes() {
	KllFloatsSketch sk = getDirectFloatsSketch(20, 0);
	for (int i = 1; i <= 21; i++) { sk.update(i); }
	//println(sk.toString(true, true));
	byte[] byteArr1 = KllHelper.toByteArray(sk, true);
	int size1 = sk.currentSerializedSizeBytes(true);
	assertEquals(size1, byteArr1.length);
	byte[] byteArr2 = sk.toByteArray();
	int size2 = sk.currentSerializedSizeBytes(false);
	assertEquals(size2, byteArr2.length);
	}

	@Test
	public void checkNewInstance() {
	int k = 200;
	WritableMemory dstMem = WritableMemory.allocate(3000);
	KllFloatsSketch sk = KllFloatsSketch.newDirectInstance(k, dstMem, memReqSvr);
	for (int i = 1; i <= 10_000; i++) {sk.update(i); }
	assertEquals(sk.getMinItem(), 1.0F);
	assertEquals(sk.getMaxItem(), 10000.0F);
	//println(sk.toString(true, true));
	}

	@Test
	public void checkDifferentM() {
	int k = 20;
	int m = 4;
	WritableMemory dstMem = WritableMemory.allocate(1000);
	KllFloatsSketch sk = KllDirectFloatsSketch.newDirectUpdatableInstance(k, m, dstMem, memReqSvr);
	for (int i = 1; i <= 200; i++) {sk.update(i); }
	assertEquals(sk.getMinItem(), 1.0);
	assertEquals(sk.getMaxItem(), 200.0);
	}

	private static KllFloatsSketch getDirectFloatsSketch(final int k, final int n) {
	KllFloatsSketch sk = KllFloatsSketch.newHeapInstance(k);
	for (int i = 1; i <= n; i++) { sk.update(i); }
	byte[] byteArr = KllHelper.toByteArray(sk, true);
	WritableMemory wmem = WritableMemory.writableWrap(byteArr);
	KllFloatsSketch dfsk = KllFloatsSketch.writableWrap(wmem, memReqSvr);
	return dfsk;
	}

	@Test
	public void printlnTest() {
	String s = "PRINTING: printf in " + this.getClass().getName();
	println(s);
	printf("%s\n", s);
	}

	private final static boolean enablePrinting = false;

	/**
	* @param format the format
	* @param args the args
	*/
	private static final void printf(final String format, final Object ...args) {
	if (enablePrinting) { System.out.printf(format, args); }
	}

	/**
	* @param o the Object to println
	*/
	private static final void println(final Object o) {
	if (enablePrinting) { System.out.println(o.toString()); }
	}

	}