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Add performance tests for flatMap operation in OperationContainer #740
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package com.twitter.summingbird.online.executor | ||
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import com.twitter.conversions.time.longToTimeableNumber | ||
import com.twitter.summingbird.online.FlatMapOperation | ||
import com.twitter.summingbird.online.option.{MaxEmitPerExecute, MaxFutureWaitTime, MaxWaitingFutures} | ||
import java.util.concurrent.TimeUnit | ||
import org.openjdk.jmh.annotations.{Benchmark, BenchmarkMode, Mode, OutputTimeUnit, Scope, State} | ||
import org.openjdk.jmh.infra.Blackhole | ||
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/** | ||
* Command to run (should be executed from sbt with project summingbird-online-perf): | ||
* jmh:run -i 10 -wi 10 -f1 -t1 ComposedFlatMapPerformance | ||
* | ||
* Benchmark Mode Cnt Score Error Units | ||
* ComposedFlatMapPerformance.measureDirect avgt 10 239.003 ± 19.990 ms/op | ||
* ComposedFlatMapPerformance.measureDirectOperationContainer avgt 10 366.307 ± 109.717 ms/op | ||
* ComposedFlatMapPerformance.measureOperationContainerComposeThroughOperation avgt 10 2733.537 ± 63.415 ms/op | ||
* ComposedFlatMapPerformance.measureOperationContainerDirectCompose avgt 10 1084.457 ± 22.968 ms/op | ||
*/ | ||
@State(Scope.Thread) | ||
class ComposedFlatMapPerformance { | ||
val size = 1000000 | ||
val input = Array.range(0, size) | ||
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val f1: (Int => TraversableOnce[Int]) = x => Some(x * 2) | ||
val f2: (Int => TraversableOnce[(Int, Int)]) = x => Some((x, x)) | ||
val f3: (((Int, Int)) => TraversableOnce[Int]) = pair => List( | ||
pair._1, | ||
pair._2, | ||
pair._1 + pair._2, | ||
pair._1 * pair._2 | ||
) | ||
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val composed: (Int) => TraversableOnce[Int] = | ||
flatMap[Int, (Int, Int), Int](flatMap[Int, Int, (Int, Int)](f1, f2), f3) | ||
val composedContainerDirect: OperationContainer[Int, Int, InputState[Int]] = | ||
new SimpleFlatMap(composed) | ||
val composedContainer: OperationContainer[Int, Int, InputState[Int]] = | ||
new IntermediateFlatMap( | ||
FlatMapOperation.apply(f1).flatMap(f2).flatMap(f3), | ||
MaxWaitingFutures(1000), | ||
MaxFutureWaitTime(1000.millis), | ||
MaxEmitPerExecute(Int.MaxValue) | ||
) | ||
val directlyComposedContainer: OperationContainer[Int, Int, InputState[Int]] = | ||
new IntermediateFlatMap( | ||
FlatMapOperation.apply(composed), | ||
MaxWaitingFutures(1000), | ||
MaxFutureWaitTime(1000.millis), | ||
MaxEmitPerExecute(Int.MaxValue) | ||
) | ||
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@Benchmark | ||
@BenchmarkMode(Array(Mode.AverageTime)) | ||
@OutputTimeUnit(TimeUnit.MILLISECONDS) | ||
def measureDirect(bh: Blackhole): Unit = | ||
input.foreach(composed.apply(_).foreach(bh.consume)) | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. The function allocation here ( |
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@Benchmark | ||
@BenchmarkMode(Array(Mode.AverageTime)) | ||
@OutputTimeUnit(TimeUnit.MILLISECONDS) | ||
def measureDirectOperationContainer(bh: Blackhole): Unit = | ||
TestUtils.testOperationContainer(composedContainerDirect, input, bh) | ||
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@Benchmark | ||
@BenchmarkMode(Array(Mode.AverageTime)) | ||
@OutputTimeUnit(TimeUnit.MILLISECONDS) | ||
def measureOperationContainerComposeThroughOperation(bh: Blackhole): Unit = | ||
TestUtils.testOperationContainer(composedContainer, input, bh) | ||
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@Benchmark | ||
@BenchmarkMode(Array(Mode.AverageTime)) | ||
@OutputTimeUnit(TimeUnit.MILLISECONDS) | ||
def measureOperationContainerDirectCompose(bh: Blackhole): Unit = | ||
TestUtils.testOperationContainer(directlyComposedContainer, input, bh) | ||
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def flatMap[A, B, C]( | ||
f1: A => TraversableOnce[B], | ||
f2: B => TraversableOnce[C] | ||
): (A => TraversableOnce[C]) = | ||
x => f1(x).flatMap(f2) | ||
} |
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package com.twitter.summingbird.online.executor | ||
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import com.twitter.conversions.time.longToTimeableNumber | ||
import com.twitter.summingbird.batch.Timestamp | ||
import com.twitter.summingbird.online.FlatMapOperation | ||
import com.twitter.summingbird.online.option.{MaxEmitPerExecute, MaxFutureWaitTime, MaxWaitingFutures} | ||
import java.util.concurrent.TimeUnit | ||
import org.openjdk.jmh.annotations.{Benchmark, BenchmarkMode, Mode, OutputTimeUnit, Scope, State} | ||
import org.openjdk.jmh.infra.Blackhole | ||
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/** | ||
* Command to run (should be executed from sbt with project summingbird-online-perf): | ||
* jmh:run -i 10 -wi 10 -f1 -t1 ComposedFlatMapWithTimePerformance | ||
* | ||
* Benchmark Mode Cnt Score Error Units | ||
* ComposedFlatMapWithTimePerformance.measureDirectComplex avgt 10 340.341 ± 4.343 ms/op | ||
* ComposedFlatMapWithTimePerformance.measureDirectOperationContainer avgt 10 396.599 ± 9.106 ms/op | ||
* ComposedFlatMapWithTimePerformance.measureDirectSimple avgt 10 279.628 ± 6.175 ms/op | ||
* ComposedFlatMapWithTimePerformance.measureOperationContainerComposeThroughOperation avgt 10 2978.141 ± 75.213 ms/op | ||
* ComposedFlatMapWithTimePerformance.measureOperationContainerDirectCompose avgt 10 1198.601 ± 54.871 ms/op | ||
*/ | ||
@State(Scope.Thread) | ||
class ComposedFlatMapWithTimePerformance { | ||
val size = 1000000 | ||
val input = (0 to size).map(i => (Timestamp(0), i)).toArray | ||
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val f1: (Int => TraversableOnce[Int]) = x => Some(x * 2) | ||
val f2: (Int => TraversableOnce[(Int, Int)]) = x => Some((x, x)) | ||
val f3: (((Int, Int)) => TraversableOnce[Int]) = pair => List( | ||
pair._1, | ||
pair._2, | ||
pair._1 + pair._2, | ||
pair._1 * pair._2 | ||
) | ||
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val composed: (Int) => TraversableOnce[Int] = | ||
flatMap[Int, (Int, Int), Int](flatMap[Int, Int, (Int, Int)](f1, f2), f3) | ||
val composedOp: FlatMapOperation[Int, Int] = | ||
FlatMapOperation.apply(f1).flatMap(f2).flatMap(f3) | ||
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val composedWithTimeSimple: ((Timestamp, Int)) => TraversableOnce[(Timestamp, Int)] = | ||
withTime(composed) | ||
val composedWithTimeComplex: ((Timestamp, Int)) => TraversableOnce[(Timestamp, Int)] = | ||
flatMap( | ||
flatMap(withTime(f1), withTime(f2)), | ||
withTime(f3) | ||
) | ||
val composedContainerDirect: OperationContainer[(Timestamp, Int), (Timestamp, Int), InputState[Int]] = | ||
new SimpleFlatMap(composedWithTimeComplex) | ||
val composedContainerComposeThroughOperation: | ||
OperationContainer[(Timestamp, Int), (Timestamp, Int), InputState[Int]] = new IntermediateFlatMap( | ||
withTimeOp(composedOp), | ||
MaxWaitingFutures(1000), | ||
MaxFutureWaitTime(1000.millis), | ||
MaxEmitPerExecute(Int.MaxValue) | ||
) | ||
val composedContainerDirectCompose: | ||
OperationContainer[(Timestamp, Int), (Timestamp, Int), InputState[Int]] = new IntermediateFlatMap( | ||
FlatMapOperation.apply(composedWithTimeComplex), | ||
MaxWaitingFutures(1000), | ||
MaxFutureWaitTime(1000.millis), | ||
MaxEmitPerExecute(Int.MaxValue) | ||
) | ||
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@Benchmark | ||
@BenchmarkMode(Array(Mode.AverageTime)) | ||
@OutputTimeUnit(TimeUnit.MILLISECONDS) | ||
def measureDirectSimple(bh: Blackhole): Unit = | ||
input.foreach(composedWithTimeSimple.apply(_).foreach(bh.consume)) | ||
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@Benchmark | ||
@BenchmarkMode(Array(Mode.AverageTime)) | ||
@OutputTimeUnit(TimeUnit.MILLISECONDS) | ||
def measureDirectComplex(bh: Blackhole): Unit = | ||
input.foreach(composedWithTimeComplex.apply(_).foreach(bh.consume)) | ||
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@Benchmark | ||
@BenchmarkMode(Array(Mode.AverageTime)) | ||
@OutputTimeUnit(TimeUnit.MILLISECONDS) | ||
def measureDirectOperationContainer(bh: Blackhole): Unit = | ||
TestUtils.testOperationContainer(composedContainerDirect, input, bh) | ||
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@Benchmark | ||
@BenchmarkMode(Array(Mode.AverageTime)) | ||
@OutputTimeUnit(TimeUnit.MILLISECONDS) | ||
def measureOperationContainerComposeThroughOperation(bh: Blackhole): Unit = | ||
TestUtils.testOperationContainer(composedContainerComposeThroughOperation, input, bh) | ||
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@Benchmark | ||
@BenchmarkMode(Array(Mode.AverageTime)) | ||
@OutputTimeUnit(TimeUnit.MILLISECONDS) | ||
def measureOperationContainerDirectCompose(bh: Blackhole): Unit = | ||
TestUtils.testOperationContainer(composedContainerDirectCompose, input, bh) | ||
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def flatMap[A, B, C]( | ||
f1: A => TraversableOnce[B], | ||
f2: B => TraversableOnce[C] | ||
): (A => TraversableOnce[C]) = | ||
x => f1(x).flatMap(f2) | ||
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def withTime[A, B](f: A => TraversableOnce[B]): ((Timestamp, A)) => TraversableOnce[(Timestamp, B)] = { | ||
case (timestamp, v) => f.apply(v).map((timestamp, _)) | ||
} | ||
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def withTimeOp[A, B](f: FlatMapOperation[A, B]): FlatMapOperation[(Timestamp, A), (Timestamp, B)] = | ||
FlatMapOperation.generic { case (timestamp, v) => | ||
f.apply(v).map(elements => elements.map((timestamp, _))) | ||
} | ||
} |
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package com.twitter.summingbird.online.executor | ||
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import com.twitter.conversions.time.longToTimeableNumber | ||
import com.twitter.summingbird.online.FlatMapOperation | ||
import com.twitter.summingbird.online.option.{MaxEmitPerExecute, MaxFutureWaitTime, MaxWaitingFutures} | ||
import java.util.concurrent.TimeUnit | ||
import org.openjdk.jmh.annotations.{Benchmark, BenchmarkMode, Mode, OutputTimeUnit, Scope, State} | ||
import org.openjdk.jmh.infra.Blackhole | ||
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/** | ||
* Command to run (should be executed from sbt with project summingbird-online-perf): | ||
* jmh:run -i 10 -wi 10 -f1 -t1 IdentityFlatMapPerformance | ||
* | ||
* Benchmark Mode Cnt Score Error Units | ||
* IdentityFlatMapPerformance.measureDirect avgt 10 42.184 ± 3.518 ms/op | ||
* IdentityFlatMapPerformance.measureDirectOperationContainer avgt 10 87.605 ± 3.843 ms/op | ||
* IdentityFlatMapPerformance.measureOperationContainer avgt 10 817.659 ± 36.591 ms/op | ||
*/ | ||
@State(Scope.Thread) | ||
class IdentityFlatMapPerformance { | ||
val size = 1000000 | ||
val input = Array.range(0, size) | ||
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val f: (Int => TraversableOnce[Int]) = x => Iterator(x) | ||
val containerDirect: OperationContainer[Int, Int, InputState[Int]] = | ||
new SimpleFlatMap(f) | ||
val container: OperationContainer[Int, Int, InputState[Int]] = | ||
new IntermediateFlatMap( | ||
FlatMapOperation.apply(f), | ||
MaxWaitingFutures(1000), | ||
MaxFutureWaitTime(1000.millis), | ||
MaxEmitPerExecute(Int.MaxValue) | ||
) | ||
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@Benchmark | ||
@BenchmarkMode(Array(Mode.AverageTime)) | ||
@OutputTimeUnit(TimeUnit.MILLISECONDS) | ||
def measureDirect(bh: Blackhole): Unit = | ||
input.foreach(f.apply(_).foreach(bh.consume)) | ||
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@Benchmark | ||
@BenchmarkMode(Array(Mode.AverageTime)) | ||
@OutputTimeUnit(TimeUnit.MILLISECONDS) | ||
def measureDirectOperationContainer(bh: Blackhole): Unit = | ||
TestUtils.testOperationContainer(containerDirect, input, bh) | ||
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@Benchmark | ||
@BenchmarkMode(Array(Mode.AverageTime)) | ||
@OutputTimeUnit(TimeUnit.MILLISECONDS) | ||
def measureOperationContainer(bh: Blackhole): Unit = | ||
TestUtils.testOperationContainer(container, input, bh) | ||
} |
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package com.twitter.summingbird.online.executor | ||
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import org.openjdk.jmh.infra.Blackhole | ||
import scala.concurrent.duration.DurationInt | ||
import scala.util.{Failure, Success} | ||
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object TestUtils { | ||
val TickDelay = 5.millis | ||
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def testOperationContainer[I, O]( | ||
container: OperationContainer[I, O, InputState[Int]], | ||
inputs: Array[I], | ||
bh: Blackhole | ||
): Unit = { | ||
var left = inputs.length | ||
for ( | ||
input <- inputs; | ||
emitted <- container.execute(InputState[Int](1), input) | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Do you have a sense of how expensive |
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) { | ||
emitted match { | ||
case (states, output) => | ||
states.foreach { _ => left -= 1 } | ||
output match { | ||
case Success(value) => value.foreach(bh.consume) | ||
case Failure(exception) => bh.consume(exception) | ||
} | ||
} | ||
} | ||
while (left != 0) { | ||
Thread.sleep(TickDelay.toMillis) | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I'm pretty skeptical we are comparing apples to apples when we compare this to non There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I'm skeptical as well, but I wanted to see at least some number for non There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Sorry, I've just noticed that this is actually to check when it's completed. Maybe you could use a |
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for (emitted <- container.executeTick) { | ||
emitted match { | ||
case (states, output) => | ||
states.foreach { _ => left -= 1 } | ||
output match { | ||
case Success(value) => value.foreach(bh.consume) | ||
case Failure(exception) => bh.consume(exception) | ||
} | ||
} | ||
} | ||
} | ||
} | ||
} |
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package com.twitter.summingbird.online.executor | ||
import chain.Chain | ||
import scala.util.{Success, Try} | ||
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class SimpleFlatMap[I, O, S](f: I => TraversableOnce[O]) extends OperationContainer[I, O, S] { | ||
override def executeTick: TraversableOnce[(Chain[S], Try[TraversableOnce[O]])] = | ||
None | ||
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override def execute(state: S,data: I): TraversableOnce[(Chain[S], Try[TraversableOnce[O]])] = | ||
Some((Chain.single(state), Success(f(data)))) | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. you might put There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Done |
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} |
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I suggest adding these options:
-prof gc
to enable the GC profiler-gc
to force a GC between runs. Without it, 10 warmup and actual iterations might not be enough to exclude GC noise-foe true
to fail the benchmark if the code fails. I've seen benchmarks that only test that the benchmark is wrong :)-jvmArgs "-Xms1G -Xmx1G"
to make sure that the allocated memory is the same across different dev environments