本文整理汇总了Java中com.yahoo.sketches.tuple.Sketches类的典型用法代码示例。如果您正苦于以下问题:Java Sketches类的具体用法?Java Sketches怎么用?Java Sketches使用的例子?那么, 这里精选的类代码示例或许可以为您提供帮助。
Sketches类属于com.yahoo.sketches.tuple包,在下文中一共展示了Sketches类的15个代码示例,这些例子默认根据受欢迎程度排序。您可以为喜欢或者感觉有用的代码点赞,您的评价将有助于系统推荐出更棒的Java代码示例。
示例1: partial1ModeIntKeysDefaultParams
import com.yahoo.sketches.tuple.Sketches; //导入依赖的package包/类
@Test
public void partial1ModeIntKeysDefaultParams() throws Exception {
ObjectInspector[] inspectors = new ObjectInspector[] { intInspector, doubleInspector };
GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false);
try (GenericUDAFEvaluator eval = new DataToDoubleSummarySketchUDAF().getEvaluator(info)) {
ObjectInspector resultInspector = eval.init(Mode.PARTIAL1, inspectors);
checkIntermediateResultInspector(resultInspector);
@SuppressWarnings("unchecked")
State<DoubleSummary> state = (State<DoubleSummary>) eval.getNewAggregationBuffer();
eval.iterate(state, new Object[] {new IntWritable(1), new DoubleWritable(1)});
eval.iterate(state, new Object[] {new IntWritable(2), new DoubleWritable(1)});
Object result = eval.terminatePartial(state);
Assert.assertNotNull(result);
Assert.assertTrue(result instanceof List);
List<?> r = (List<?>) result;
Assert.assertEquals(r.size(), 2);
Assert.assertEquals(((IntWritable) r.get(0)).get(), DEFAULT_NOMINAL_ENTRIES);
Sketch<DoubleSummary> resultSketch = Sketches.heapifySketch(Memory.wrap(((BytesWritable) r.get(1)).getBytes()));
Assert.assertFalse(resultSketch.isEstimationMode());
Assert.assertEquals(resultSketch.getEstimate(), 2.0);
}
}
示例2: partial1ModeStringKeysExplicitParams
import com.yahoo.sketches.tuple.Sketches; //导入依赖的package包/类
@Test
public void partial1ModeStringKeysExplicitParams() throws Exception {
ObjectInspector[] inspectors = new ObjectInspector[] { stringInspector, doubleInspector, intInspector, floatInspector };
GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false);
try (GenericUDAFEvaluator eval = new DataToDoubleSummarySketchUDAF().getEvaluator(info)) {
ObjectInspector resultInspector = eval.init(Mode.PARTIAL1, inspectors);
checkIntermediateResultInspector(resultInspector);
@SuppressWarnings("unchecked")
State<DoubleSummary> state = (State<DoubleSummary>) eval.getNewAggregationBuffer();
eval.iterate(state, new Object[] {new Text("a"), new DoubleWritable(1), new IntWritable(32), new FloatWritable(0.99f)});
eval.iterate(state, new Object[] {new Text("b"), new DoubleWritable(1), new IntWritable(32), new FloatWritable(0.99f)});
Object result = eval.terminatePartial(state);
Assert.assertNotNull(result);
Assert.assertTrue(result instanceof List);
List<?> r = (List<?>) result;
Assert.assertEquals(r.size(), 2);
Assert.assertEquals(((IntWritable) r.get(0)).get(), 32);
Sketch<DoubleSummary> resultSketch = Sketches.heapifySketch(Memory.wrap(((BytesWritable) r.get(1)).getBytes()));
// because of sampling probability < 1
Assert.assertTrue(resultSketch.isEstimationMode());
Assert.assertEquals(resultSketch.getEstimate(), 2.0, 0.05);
}
}
示例3: completeModeIntKeysDefaultParams
import com.yahoo.sketches.tuple.Sketches; //导入依赖的package包/类
@Test
public void completeModeIntKeysDefaultParams() throws Exception {
ObjectInspector[] inspectors = new ObjectInspector[] { intInspector, doubleInspector };
GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false);
try (GenericUDAFEvaluator eval = new DataToDoubleSummarySketchUDAF().getEvaluator(info)) {
ObjectInspector resultInspector = eval.init(Mode.COMPLETE, inspectors);
checkFinalResultInspector(resultInspector);
@SuppressWarnings("unchecked")
State<DoubleSummary> state = (State<DoubleSummary>) eval.getNewAggregationBuffer();
eval.iterate(state, new Object[] {new IntWritable(1), new DoubleWritable(1)});
eval.iterate(state, new Object[] {new IntWritable(2), new DoubleWritable(1)});
Object result = eval.terminate(state);
Assert.assertNotNull(result);
Assert.assertTrue(result instanceof BytesWritable);
Sketch<DoubleSummary> resultSketch = Sketches.heapifySketch(Memory.wrap(((BytesWritable) result).getBytes()));
Assert.assertEquals(resultSketch.getEstimate(), 2.0);
eval.reset(state);
result = eval.terminate(state);
Assert.assertNull(result);
}
}
示例4: completeModeDoubleKeysExplicitParams
import com.yahoo.sketches.tuple.Sketches; //导入依赖的package包/类
@Test
public void completeModeDoubleKeysExplicitParams() throws Exception {
ObjectInspector[] inspectors = new ObjectInspector[] { doubleInspector, doubleInspector, intInspector, floatInspector };
GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false);
try (GenericUDAFEvaluator eval = new DataToDoubleSummarySketchUDAF().getEvaluator(info)) {
ObjectInspector resultInspector = eval.init(Mode.COMPLETE, inspectors);
checkFinalResultInspector(resultInspector);
@SuppressWarnings("unchecked")
State<DoubleSummary> state = (State<DoubleSummary>) eval.getNewAggregationBuffer();
eval.iterate(state, new Object[] {new DoubleWritable(1), new DoubleWritable(1), new IntWritable(32), new FloatWritable(0.99f)});
eval.iterate(state, new Object[] {new DoubleWritable(2), new DoubleWritable(1), new IntWritable(32), new FloatWritable(0.99f)});
Object result = eval.terminate(state);
Assert.assertNotNull(result);
Assert.assertTrue(result instanceof BytesWritable);
Sketch<DoubleSummary> resultSketch = Sketches.heapifySketch(Memory.wrap(((BytesWritable) result).getBytes()));
// because of sampling probability < 1
Assert.assertTrue(resultSketch.isEstimationMode());
Assert.assertEquals(resultSketch.getEstimate(), 2.0, 0.05);
eval.reset(state);
result = eval.terminate(state);
Assert.assertNull(result);
}
}
示例5: completeModeCheckTrimmingToNominal
import com.yahoo.sketches.tuple.Sketches; //导入依赖的package包/类
@Test
public void completeModeCheckTrimmingToNominal() throws Exception {
ObjectInspector[] inspectors = new ObjectInspector[] { intInspector, doubleInspector };
GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false);
try (GenericUDAFEvaluator eval = new DataToDoubleSummarySketchUDAF().getEvaluator(info)) {
ObjectInspector resultInspector = eval.init(Mode.COMPLETE, inspectors);
checkFinalResultInspector(resultInspector);
@SuppressWarnings("unchecked")
State<DoubleSummary> state = (State<DoubleSummary>) eval.getNewAggregationBuffer();
for (int i = 0; i < 10000; i++) {
eval.iterate(state, new Object[] {new IntWritable(i), new DoubleWritable(1)});
}
Object result = eval.terminate(state);
Assert.assertNotNull(result);
Assert.assertTrue(result instanceof BytesWritable);
Sketch<DoubleSummary> resultSketch = Sketches.heapifySketch(Memory.wrap(((BytesWritable) result).getBytes()));
Assert.assertEquals(resultSketch.getEstimate(), 10000.0, 10000 * 0.03);
Assert.assertTrue(resultSketch.getRetainedEntries() <= 4096, "retained entries: " + resultSketch.getRetainedEntries());
eval.reset(state);
result = eval.terminate(state);
Assert.assertNull(result);
}
}
示例6: completeModeCheckTrimmingToNominal
import com.yahoo.sketches.tuple.Sketches; //导入依赖的package包/类
@Test
public void completeModeCheckTrimmingToNominal() throws Exception {
ObjectInspector[] inspectors = new ObjectInspector[] { intInspector, doubleInspector };
GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false);
try (GenericUDAFEvaluator eval = new DataToDoubleSummaryWithModeSketchUDAF().getEvaluator(info)) {
ObjectInspector resultInspector = eval.init(Mode.COMPLETE, inspectors);
checkFinalResultInspector(resultInspector);
@SuppressWarnings("unchecked")
State<DoubleSummary> state = (State<DoubleSummary>) eval.getNewAggregationBuffer();
for (int i = 0; i < 10000; i++) {
eval.iterate(state, new Object[] {new IntWritable(i), new DoubleWritable(1)});
}
Object result = eval.terminate(state);
Assert.assertNotNull(result);
Assert.assertTrue(result instanceof BytesWritable);
Sketch<DoubleSummary> resultSketch = Sketches.heapifySketch(Memory.wrap(((BytesWritable) result).getBytes()));
Assert.assertEquals(resultSketch.getEstimate(), 10000.0, 10000 * 0.03);
Assert.assertTrue(resultSketch.getRetainedEntries() <= 4096, "retained entries: " + resultSketch.getRetainedEntries());
eval.reset(state);
result = eval.terminate(state);
Assert.assertNull(result);
}
}
示例7: exec
import com.yahoo.sketches.tuple.Sketches; //导入依赖的package包/类
@Override
public Double exec(final Tuple input) throws IOException {
if (input.size() != 2) {
throw new IllegalArgumentException("expected two inputs: sketch and pecentile");
}
final DataByteArray dba = (DataByteArray) input.get(0);
final Sketch<DoubleSummary> sketch = Sketches.heapifySketch(Memory.wrap(dba.get()));
final double percentile = (double) input.get(1);
if ((percentile < 0) || (percentile > 100)) {
throw new IllegalArgumentException("percentile must be between 0 and 100");
}
final UpdateDoublesSketch qs = DoublesSketch.builder().setK(QUANTILES_SKETCH_SIZE).build();
final SketchIterator<DoubleSummary> it = sketch.iterator();
while (it.next()) {
qs.update(it.getSummary().getValue());
}
return qs.getQuantile(percentile / 100);
}
示例8: exec
import com.yahoo.sketches.tuple.Sketches; //导入依赖的package包/类
@Override
public Tuple exec(final Tuple input) throws IOException {
if ((input == null) || (input.size() == 0)) {
return null;
}
final DataByteArray dba = (DataByteArray) input.get(0);
final Sketch<DoubleSummary> sketch = Sketches.heapifySketch(Memory.wrap(dba.get()));
final Tuple output = TupleFactory.getInstance().newTuple(2);
output.set(0, sketch.getEstimate());
double sum = 0;
final SketchIterator<DoubleSummary> it = sketch.iterator();
while (it.next()) {
sum += it.getSummary().getValue();
}
output.set(1, sum / sketch.getTheta());
return output;
}
示例9: execMinMode
import com.yahoo.sketches.tuple.Sketches; //导入依赖的package包/类
@Test
public void execMinMode() throws Exception {
EvalFunc<Tuple> func = new DataToDoubleSummarySketch("32", "Min");
DataBag bag = BagFactory.getInstance().newDefaultBag();
bag.add(PigUtil.objectsToTuple("a", 1.0));
bag.add(PigUtil.objectsToTuple("b", 2.0));
bag.add(PigUtil.objectsToTuple("a", 2.0));
bag.add(PigUtil.objectsToTuple("b", 1.0));
Tuple inputTuple = PigUtil.objectsToTuple(bag);
Tuple resultTuple = func.exec(inputTuple);
Assert.assertNotNull(resultTuple);
Assert.assertEquals(resultTuple.size(), 1);
DataByteArray bytes = (DataByteArray) resultTuple.get(0);
Assert.assertTrue(bytes.size() > 0);
Sketch<DoubleSummary> sketch = Sketches.heapifySketch(Memory.wrap(bytes.get()));
Assert.assertEquals(sketch.getEstimate(), 2.0, 0.0);
for (DoubleSummary summary: sketch.getSummaries()) {
Assert.assertEquals(summary.getValue(), 1.0);
}
}
示例10: algebraicIntermediateFinalMaxMode
import com.yahoo.sketches.tuple.Sketches; //导入依赖的package包/类
@Test
public void algebraicIntermediateFinalMaxMode() throws Exception {
EvalFunc<Tuple> func = new DataToDoubleSummarySketch.IntermediateFinal("32", "Max");
Tuple inputTuple = TupleFactory.getInstance().newTuple(1);
DataBag bag = BagFactory.getInstance().newDefaultBag();
inputTuple.set(0, bag);
// this is to simulate the output from Initial
bag.add(PigUtil.objectsToTuple(PigUtil.tuplesToBag(PigUtil.objectsToTuple("a", 1.0))));
bag.add(PigUtil.objectsToTuple(PigUtil.tuplesToBag(PigUtil.objectsToTuple("b", 1.0))));
bag.add(PigUtil.objectsToTuple(PigUtil.tuplesToBag(PigUtil.objectsToTuple("a", 2.0))));
bag.add(PigUtil.objectsToTuple(PigUtil.tuplesToBag(PigUtil.objectsToTuple("b", 2.0))));
Tuple resultTuple = func.exec(inputTuple);
Assert.assertNotNull(resultTuple);
Assert.assertEquals(resultTuple.size(), 1);
DataByteArray bytes = (DataByteArray) resultTuple.get(0);
Assert.assertTrue(bytes.size() > 0);
Sketch<DoubleSummary> sketch = Sketches.heapifySketch(Memory.wrap(bytes.get()));
Assert.assertEquals(sketch.getEstimate(), 2.0, 0.0);
for (DoubleSummary summary: sketch.getSummaries()) {
Assert.assertEquals(summary.getValue(), 2.0);
}
}
示例11: iterate
import com.yahoo.sketches.tuple.Sketches; //导入依赖的package包/类
@Override
public void iterate(final @SuppressWarnings("deprecation") AggregationBuffer buf, final Object[] data)
throws HiveException {
if (data[0] == null) { return; }
@SuppressWarnings("unchecked")
final UnionState<S> state = (UnionState<S>) buf;
if (!state.isInitialized()) {
initializeState(state, data);
}
final byte[] serializedSketch = (byte[]) sketchInspector_.getPrimitiveJavaObject(data[0]);
if (serializedSketch == null) { return; }
state.update(Sketches.heapifySketch(Memory.wrap(serializedSketch)));
}
示例12: evaluate
import com.yahoo.sketches.tuple.Sketches; //导入依赖的package包/类
/**
* Get percentile from a given Sketch<DoubleSummary>
* @param serializedSketch DoubleSummarySketch in as serialized binary
* @param percentile normalized rank in percent
* @return percentile value
*/
public Double evaluate(final BytesWritable serializedSketch, final double percentile) {
if (serializedSketch == null) { return null; }
if ((percentile < 0) || (percentile > 100)) {
throw new IllegalArgumentException("percentile must be between 0 and 100");
}
final Sketch<DoubleSummary> sketch =
Sketches.heapifySketch(Memory.wrap(serializedSketch.getBytes()));
final UpdateDoublesSketch qs = DoublesSketch.builder().setK(QUANTILES_SKETCH_SIZE).build();
final SketchIterator<DoubleSummary> it = sketch.iterator();
while (it.next()) {
qs.update(it.getSummary().getValue());
}
return qs.getQuantile(percentile / 100);
}
示例13: merge
import com.yahoo.sketches.tuple.Sketches; //导入依赖的package包/类
@Override
public void merge(final @SuppressWarnings("deprecation") AggregationBuffer buf, final Object data)
throws HiveException {
if (data == null) { return; }
@SuppressWarnings("unchecked")
final UnionState<S> state = (UnionState<S>) buf;
if (!state.isInitialized()) {
initializeState(state, data);
}
final BytesWritable serializedSketch =
(BytesWritable) intermediateInspector_.getStructFieldData(
data, intermediateInspector_.getStructFieldRef(SKETCH_FIELD));
state.update(Sketches.heapifySketch(Memory.wrap(serializedSketch.getBytes())));
}
示例14: evaluate
import com.yahoo.sketches.tuple.Sketches; //导入依赖的package包/类
/**
* Get estimates from a given Sketch<DoubleSummary>
* @param serializedSketch DoubleSummarySketch in a serialized binary form
* @return list of estimates
*/
public List<Double> evaluate(final BytesWritable serializedSketch) {
if (serializedSketch == null) { return null; }
final Sketch<DoubleSummary> sketch =
Sketches.heapifySketch(Memory.wrap(serializedSketch.getBytes()));
double sum = 0;
final SketchIterator<DoubleSummary> it = sketch.iterator();
while (it.next()) {
sum += it.getSummary().getValue();
}
return Arrays.asList(
sketch.getEstimate(),
sum / sketch.getTheta()
);
}
示例15: partial2Mode
import com.yahoo.sketches.tuple.Sketches; //导入依赖的package包/类
@Test
public void partial2Mode() throws Exception {
ObjectInspector[] inspectors = new ObjectInspector[] { intInspector, doubleInspector };
GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false);
try (GenericUDAFEvaluator eval = new DataToDoubleSummarySketchUDAF().getEvaluator(info)) {
ObjectInspector resultInspector = eval.init(Mode.PARTIAL2, new ObjectInspector[] {structInspector});
checkIntermediateResultInspector(resultInspector);
@SuppressWarnings("unchecked")
State<DoubleSummary> state = (State<DoubleSummary>) eval.getNewAggregationBuffer();
UpdatableSketch<Double, DoubleSummary> sketch1 = new UpdatableSketchBuilder<Double, DoubleSummary>(new DoubleSummaryFactory()).build();
sketch1.update(1, 1.0);
eval.merge(state, Arrays.asList(
new IntWritable(DEFAULT_NOMINAL_ENTRIES),
new BytesWritable(sketch1.compact().toByteArray()))
);
UpdatableSketch<Double, DoubleSummary> sketch2 = new UpdatableSketchBuilder<Double, DoubleSummary>(new DoubleSummaryFactory()).build();
sketch2.update(2, 1.0);
eval.merge(state, Arrays.asList(
new IntWritable(DEFAULT_NOMINAL_ENTRIES),
new BytesWritable(sketch2.compact().toByteArray()))
);
Object result = eval.terminatePartial(state);
Assert.assertNotNull(result);
Assert.assertTrue(result instanceof List);
List<?> r = (List<?>) result;
Assert.assertEquals(r.size(), 2);
Assert.assertEquals(((IntWritable) r.get(0)).get(), DEFAULT_NOMINAL_ENTRIES);
Sketch<DoubleSummary> resultSketch = Sketches.heapifySketch(Memory.wrap(((BytesWritable) r.get(1)).getBytes()));
Assert.assertEquals(resultSketch.getEstimate(), 2.0);
eval.reset(state);
result = eval.terminate(state);
Assert.assertNull(result);
}
}