Fix benchmark results script
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@ -1,4 +1,119 @@
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# Module benchmarks
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# BenchmarksResult
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## Report for benchmark configuration <code>main</code>
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* Run on Java HotSpot(TM) 64-Bit Server VM (build 21.0.4+8-LTS-jvmci-23.1-b41) with Java process:
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```
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C:\Users\altavir\scoop\apps\graalvm-oracle-21jdk\current\bin\java.exe -XX:ThreadPriorityPolicy=1 -XX:+UnlockExperimentalVMOptions -XX:+EnableJVMCIProduct -XX:-UnlockExperimentalVMOptions -Dfile.encoding=UTF-8 -Duser.country=US -Duser.language=en -Duser.variant
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```
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* JMH 1.21 was used in `thrpt` mode with 5 warmup iterations by 10 s and 5 measurement iterations by 10 s.
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### [ArrayBenchmark](src/jvmMain/kotlin/space/kscience/kmath/benchmarks/ArrayBenchmark.kt)
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| Benchmark | Score |
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|:---------:|:-----:|
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|`benchmarkArrayRead`|1.9E+07 ± 2.3E+05 ops/s|
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|`benchmarkBufferRead`|1.4E+07 ± 8.7E+05 ops/s|
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|`nativeBufferRead`|1.4E+07 ± 1.3E+06 ops/s|
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### [BigIntBenchmark](src/jvmMain/kotlin/space/kscience/kmath/benchmarks/BigIntBenchmark.kt)
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| Benchmark | Score |
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|:---------:|:-----:|
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|`jvmAdd`|5.1E+07 ± 1.3E+06 ops/s|
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|`jvmAddLarge`|5.1E+04 ± 8.2E+02 ops/s|
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|`jvmMultiply`|8.5E+07 ± 9.7E+06 ops/s|
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|`jvmMultiplyLarge`|2.5E+02 ± 15 ops/s|
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|`jvmParsing10`|8.7E+06 ± 5.1E+05 ops/s|
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|`jvmParsing16`|6.4E+06 ± 1.8E+05 ops/s|
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|`jvmPower`|28 ± 0.79 ops/s|
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|`jvmSmallAdd`|7.0E+07 ± 4.3E+06 ops/s|
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|`kmAdd`|4.8E+07 ± 2.2E+06 ops/s|
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|`kmAddLarge`|3.5E+04 ± 3.7E+03 ops/s|
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|`kmMultiply`|6.7E+07 ± 1.5E+07 ops/s|
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|`kmMultiplyLarge`|54 ± 4.2 ops/s|
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|`kmParsing10`|4.5E+06 ± 8.3E+04 ops/s|
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|`kmParsing16`|4.9E+06 ± 1.1E+05 ops/s|
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|`kmPower`|10 ± 0.96 ops/s|
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|`kmSmallAdd`|4.1E+07 ± 5.9E+05 ops/s|
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### [BufferBenchmark](src/jvmMain/kotlin/space/kscience/kmath/benchmarks/BufferBenchmark.kt)
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| Benchmark | Score |
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|:---------:|:-----:|
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|`bufferViewReadWrite`|5.8E+06 ± 1.6E+05 ops/s|
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|`bufferViewReadWriteSpecialized`|5.6E+06 ± 2.6E+05 ops/s|
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|`complexBufferReadWrite`|6.6E+06 ± 2.7E+05 ops/s|
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|`doubleArrayReadWrite`|7.5E+06 ± 1.0E+06 ops/s|
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|`doubleBufferReadWrite`|8.0E+06 ± 6.7E+05 ops/s|
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### [DotBenchmark](src/jvmMain/kotlin/space/kscience/kmath/benchmarks/DotBenchmark.kt)
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| Benchmark | Score |
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|:---------:|:-----:|
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|`bufferedDot`|1.3 ± 0.020 ops/s|
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|`cmDot`|0.47 ± 0.42 ops/s|
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|`cmDotWithConversion`|0.76 ± 0.13 ops/s|
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|`ejmlDot`|6.7 ± 0.091 ops/s|
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|`ejmlDotWithConversion`|6.4 ± 0.82 ops/s|
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|`multikDot`|40 ± 6.7 ops/s|
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|`parallelDot`|12 ± 1.8 ops/s|
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|`tensorDot`|1.2 ± 0.041 ops/s|
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|`tfDot`|5.9 ± 0.49 ops/s|
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### [ExpressionsInterpretersBenchmark](src/jvmMain/kotlin/space/kscience/kmath/benchmarks/ExpressionsInterpretersBenchmark.kt)
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| Benchmark | Score |
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|:---------:|:-----:|
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|`asmGenericExpression`|29 ± 1.2 ops/s|
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|`asmPrimitiveExpression`|43 ± 1.3 ops/s|
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|`asmPrimitiveExpressionArray`|71 ± 0.38 ops/s|
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|`functionalExpression`|5.6 ± 0.11 ops/s|
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|`justCalculate`|69 ± 9.0 ops/s|
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|`mstExpression`|7.1 ± 0.020 ops/s|
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|`rawExpression`|41 ± 1.5 ops/s|
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### [IntegrationBenchmark](src/jvmMain/kotlin/space/kscience/kmath/benchmarks/IntegrationBenchmark.kt)
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| Benchmark | Score |
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|:---------:|:-----:|
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|`complexIntegration`|3.6E+03 ± 1.9E+02 ops/s|
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|`doubleIntegration`|3.7E+03 ± 12 ops/s|
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### [JafamaBenchmark](src/jvmMain/kotlin/space/kscience/kmath/benchmarks/JafamaBenchmark.kt)
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| Benchmark | Score |
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|:---------:|:-----:|
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|`core`|38 ± 0.64 ops/s|
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|`jafama`|52 ± 0.36 ops/s|
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|`strictJafama`|52 ± 4.0 ops/s|
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### [MatrixInverseBenchmark](src/jvmMain/kotlin/space/kscience/kmath/benchmarks/MatrixInverseBenchmark.kt)
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| Benchmark | Score |
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|:---------:|:-----:|
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|`cmLUPInversion`|2.2E+03 ± 76 ops/s|
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|`ejmlInverse`|1.3E+03 ± 5.7 ops/s|
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|`kmathLupInversion`|9.5E+02 ± 1.8E+02 ops/s|
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|`kmathParallelLupInversion`|9.1E+02 ± 1.4E+02 ops/s|
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### [NDFieldBenchmark](src/jvmMain/kotlin/space/kscience/kmath/benchmarks/NDFieldBenchmark.kt)
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| Benchmark | Score |
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|:---------:|:-----:|
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|`boxingFieldAdd`|7.7 ± 0.79 ops/s|
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|`multikAdd`|6.5 ± 0.33 ops/s|
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|`multikInPlaceAdd`|64 ± 0.79 ops/s|
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|`specializedFieldAdd`|8.0 ± 0.090 ops/s|
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|`tensorAdd`|9.2 ± 0.053 ops/s|
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|`tensorInPlaceAdd`|17 ± 10 ops/s|
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|`viktorAdd`|7.6 ± 1.2 ops/s|
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### [ViktorBenchmark](src/jvmMain/kotlin/space/kscience/kmath/benchmarks/ViktorBenchmark.kt)
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| Benchmark | Score |
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|:---------:|:-----:|
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|`doubleFieldAddition`|7.7 ± 0.34 ops/s|
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|`rawViktor`|5.9 ± 1.1 ops/s|
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|`viktorFieldAddition`|7.3 ± 1.1 ops/s|
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### [ViktorLogBenchmark](src/jvmMain/kotlin/space/kscience/kmath/benchmarks/ViktorLogBenchmark.kt)
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| Benchmark | Score |
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|:---------:|:-----:|
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|`rawViktorLog`|1.4 ± 0.076 ops/s|
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|`realFieldLog`|1.3 ± 0.069 ops/s|
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|`viktorFieldLog`|1.3 ± 0.032 ops/s|
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@ -3,10 +3,6 @@ import com.fasterxml.jackson.module.kotlin.readValue
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import kotlinx.benchmark.gradle.BenchmarksExtension
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import java.time.LocalDateTime
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import java.time.ZoneId
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import java.time.format.DateTimeFormatter
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import java.time.format.DateTimeFormatterBuilder
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import java.time.format.SignStyle
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import java.time.temporal.ChronoField.*
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import java.util.*
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plugins {
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@ -220,41 +216,20 @@ readme {
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val jsonMapper = jacksonObjectMapper()
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val ISO_DATE_TIME: DateTimeFormatter = DateTimeFormatterBuilder().run {
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parseCaseInsensitive()
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appendValue(YEAR, 4, 10, SignStyle.EXCEEDS_PAD)
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appendLiteral('-')
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appendValue(MONTH_OF_YEAR, 2)
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appendLiteral('-')
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appendValue(DAY_OF_MONTH, 2)
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appendLiteral('T')
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appendValue(HOUR_OF_DAY, 2)
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appendLiteral('.')
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appendValue(MINUTE_OF_HOUR, 2)
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optionalStart()
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appendLiteral('.')
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appendValue(SECOND_OF_MINUTE, 2)
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optionalStart()
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appendFraction(NANO_OF_SECOND, 0, 9, true)
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optionalStart()
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appendOffsetId()
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optionalStart()
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appendLiteral('[')
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parseCaseSensitive()
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appendZoneRegionId()
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appendLiteral(']')
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toFormatter()
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}
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fun noun(number: Number, singular: String, plural: String) = if (number.toLong() == 1L) singular else plural
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extensions.findByType(BenchmarksExtension::class.java)?.configurations?.forEach { cfg ->
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property("benchmark${cfg.name.replaceFirstChar { if (it.isLowerCase()) it.titlecase(Locale.getDefault()) else it.toString() }}") {
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val launches = layout.buildDirectory.dir("reports/benchmarks/${cfg.name}").get()
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val propertyName =
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"benchmark${cfg.name.replaceFirstChar { if (it.isLowerCase()) it.titlecase(Locale.getDefault()) else it.toString() }}"
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val resDirectory = launches.files().maxByOrNull {
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LocalDateTime.parse(it.name, ISO_DATE_TIME).atZone(ZoneId.systemDefault()).toInstant()
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logger.info("Processing benchmark data from benchmark ${cfg.name} into readme property $propertyName")
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val launches = layout.buildDirectory.dir("reports/benchmarks/${cfg.name}").get().asFile
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if (!launches.exists()) return@forEach
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property(propertyName) {
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val resDirectory = launches.listFiles()?.maxByOrNull {
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LocalDateTime.parse(it.name).atZone(ZoneId.systemDefault()).toInstant()
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}
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if (resDirectory == null || !(resDirectory.resolve("jvm.json")).exists()) {
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@ -264,10 +239,7 @@ readme {
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jsonMapper.readValue<List<JmhReport>>(resDirectory.resolve("jvm.json"))
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buildString {
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appendLine("<details>")
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appendLine("<summary>")
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appendLine("Report for benchmark configuration <code>${cfg.name}</code>")
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appendLine("</summary>")
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appendLine("## Report for benchmark configuration <code>${cfg.name}</code>")
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appendLine()
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val first = reports.first()
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@ -289,15 +261,19 @@ readme {
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} by ${first.measurementTime}."
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)
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reports.groupBy { it.benchmark.substringBeforeLast(".") }.forEach { (cl, compare) ->
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appendLine("### [${cl.substringAfterLast(".")}](src/jvmMain/kotlin/${cl.replace(".","/")}.kt)")
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appendLine()
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appendLine("| Benchmark | Score |")
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appendLine("|:---------:|:-----:|")
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compare.forEach { report ->
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val benchmarkName = report.benchmark.substringAfterLast(".")
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val score = String.format("%.2G", report.primaryMetric.score)
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val error = String.format("%.2G", report.primaryMetric.scoreError)
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reports.forEach { report ->
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appendLine("|`${report.benchmark}`|${report.primaryMetric.score} ± ${report.primaryMetric.scoreError} ${report.primaryMetric.scoreUnit}|")
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}
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appendLine("</details>")
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appendLine("|`$benchmarkName`|$score ± $error ${report.primaryMetric.scoreUnit}|")
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}
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}
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}
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}
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}
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5
benchmarks/docs/README-TEMPLATE.md
Normal file
5
benchmarks/docs/README-TEMPLATE.md
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@ -0,0 +1,5 @@
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# BenchmarksResult
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${benchmarkMain}
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@ -36,6 +36,26 @@ private suspend fun runKMathChained(): Duration {
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return Duration.between(startTime, Instant.now())
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}
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private fun runKMathBlocking(): Duration {
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val generator = RandomGenerator.fromSource(RandomSource.MT, 123L)
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val normal = GaussianSampler(7.0, 2.0)
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val chain = normal.sample(generator)
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val startTime = Instant.now()
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var sum = 0.0
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repeat(10000001) { counter ->
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sum += chain.nextBlocking()
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if (counter % 100000 == 0) {
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val duration = Duration.between(startTime, Instant.now())
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val meanValue = sum / counter
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println("Chain sampler completed $counter elements in $duration: $meanValue")
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}
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}
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return Duration.between(startTime, Instant.now())
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}
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private fun runCMDirect(): Duration {
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val rng = RandomSource.MT.create(123L)
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@ -67,6 +87,8 @@ private fun runCMDirect(): Duration {
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fun main(): Unit = runBlocking(Dispatchers.Default) {
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val directJob = async { runCMDirect() }
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val chainJob = async { runKMathChained() }
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val blockingJob = async { runKMathBlocking() }
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println("KMath Chained: ${chainJob.await()}")
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println("KMath Blocking: ${blockingJob.await()}")
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println("Apache Direct: ${directJob.await()}")
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}
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@ -67,13 +67,14 @@ public fun <T : Any, A : Ring<T>> MatrixBuilder<T, A>.symmetric(
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): Matrix<T> {
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require(columns == rows) { "In order to build symmetric matrix, number of rows $rows should be equal to number of columns $columns" }
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return with(BufferAccessor2D<T?>(rows, rows, MutableBufferFactory(type))) {
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val cache = factory(rows * rows) { null }
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val cache = HashMap<IntArray, T>()
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linearSpace.buildMatrix(rows, rows) { i, j ->
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val cached = cache[i, j]
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val index = intArrayOf(i, j)
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val cached = cache[index]
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if (cached == null) {
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val value = if (i <= j) builder(i, j) else builder(j, i)
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cache[i, j] = value
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cache[j, i] = value
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cache[index] = value
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cache[index] = value
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value
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} else {
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cached
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