Programming Language and compiler
Benchmarks

Kotlin VS Ruby benchmarks

Current benchmark data was generated on Sun Jul 13 2025, full log can be found HERE

CONTRIBUTIONS are WELCOME!

[x86_64][4 cores] AMD EPYC 7763 64-Core Processor (Model 1)

* -m in a file name stands for multi-threading or multi-processing

* -i in a file name stands for direct intrinsics usage. (Usage of simd intrinsics via libraries is not counted)

* -ffi in a file name stands for non-stdlib FFI usage

* (You may find time < time(user) + time(sys) for some non-parallelized programs, the overhead is from GC or JIT compiler, which are allowed to take advantage of multi-cores as that's more close to real-world scenarios.)

binarytrees

Input: 18

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1.kt 502ms 0.9ms 575.9MB 597ms 100ms kotlin/jvm 21
kotlin 1.kt 4076ms 141ms 134.1MB 4270ms 63ms kotlin/native 2.1.20
ruby 1.rb 4770ms 133ms 110.1MB 4677ms 77ms ruby/yjit 3.4.4
ruby 1.rb timeout 0.0ms 70.5MB 4950ms 33ms ruby 3.4.4
ruby 1.rb timeout 0.0ms 796.7MB 6620ms 720ms truffleruby 24.2.1

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1.kt 122ms 1.3ms 159.4MB 143ms 30ms kotlin/jvm 21
kotlin 1.kt 232ms 38ms 17.6MB 243ms 3ms kotlin/native 2.1.20
ruby 1.rb 498ms 0.9ms 20.3MB 473ms 10ms ruby/yjit 3.4.4
ruby 1-m.rb 503ms 8.2ms 407.1MB 980ms 150ms truffleruby 24.2.1
ruby 1.rb 947ms 3.2ms 19.5MB 923ms 13ms ruby 3.4.4

coro-prime-sieve

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 1.rb 1449ms 20ms 63.8MB 1373ms 57ms ruby/yjit 3.4.4
kotlin 2-m.kt 1827ms 163ms 237.7MB 6800ms 107ms kotlin/jvm 21
ruby 1.rb 1913ms 42ms 63.0MB 1837ms 60ms ruby 3.4.4
kotlin 1.kt 2186ms 6.6ms 220.6MB 2997ms 70ms kotlin/jvm 21
kotlin 2-m.kt 4215ms 20ms 21.1MB 14100ms 557ms kotlin/native 2.1.20
kotlin 1.kt timeout 0.0ms 17.3MB 5513ms 27ms kotlin/native 2.1.20
ruby 1.rb timeout 0.0ms 364.7MB 4603ms 1530ms truffleruby 24.2.1

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 1.rb 150ms 1.5ms 25.6MB 120ms 20ms ruby/yjit 3.4.4
ruby 1.rb 185ms 1.9ms 25.0MB 157ms 13ms ruby 3.4.4
kotlin 2-m.kt 247ms 1.2ms 21.4MB 833ms 37ms kotlin/native 2.1.20
kotlin 1.kt 402ms 30ms 17.5MB 410ms 7ms kotlin/native 2.1.20
kotlin 1-m.kt 479ms 3.4ms 75.2MB 1080ms 47ms kotlin/jvm 21
kotlin 2-m.kt 877ms 85ms 99.4MB 3073ms 70ms kotlin/jvm 21
ruby 1.rb timeout 0.0ms 346.5MB 4577ms 1460ms truffleruby 24.2.1

helloworld

Input: QwQ

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1.kt 2.2ms 0.1ms 3.0MB 0ms 0ms kotlin/native 2.1.20
ruby 1.rb 34ms 0.4ms 141.1MB 12ms 24ms truffleruby 24.2.1
ruby 1.rb 51ms 1.1ms 12.8MB 38ms 0ms ruby 3.4.4
ruby 1.rb 53ms 0.4ms 12.9MB 38ms 4ms ruby/yjit 3.4.4
kotlin 1.kt 62ms 0.6ms 47.7MB 74ms 18ms kotlin/jvm 21

http-server

Input: 3000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 2-m.kt 811ms 1405ms 357.9MB 10610ms 1887ms kotlin/jvm 21
kotlin 1.kt timeout 0.0ms 369.3MB 16190ms 2853ms kotlin/jvm 21

Input: 500

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1-m.kt 2031ms 194ms 211.9MB 5813ms 603ms kotlin/jvm 21
kotlin 2-m.kt 2032ms 138ms 242.0MB 5440ms 617ms kotlin/jvm 21

json-serde

Input: sample 5000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 1.rb 247ms 0.5ms 27.1MB 210ms 20ms ruby 3.4.4
ruby 1.rb 250ms 4.8ms 30.1MB 220ms 17ms ruby/yjit 3.4.4
kotlin 1-m.kt 732ms 78ms 173.7MB 1963ms 80ms kotlin/jvm 21
ruby 1-m.rb 4251ms 31ms 506.4MB 11203ms 337ms truffleruby 24.2.1

Input: canada 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1-m.kt 1722ms 19ms 650.0MB 4150ms 150ms kotlin/jvm 21
ruby 1.rb 2101ms 28ms 135.5MB 2013ms 73ms ruby/yjit 3.4.4
ruby 1.rb 2146ms 112ms 132.6MB 2067ms 67ms ruby 3.4.4
ruby 1.rb timeout 0.0ms 499.9MB 13243ms 367ms truffleruby 24.2.1

lru

Input: 1000 1000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 2.kt 166ms 1.3ms 12.4MB 170ms 0ms kotlin/native 2.1.20
kotlin 1-m.kt 192ms 1.4ms 95.1MB 327ms 27ms kotlin/jvm 21
kotlin 2-m.kt 201ms 1.3ms 101.4MB 460ms 30ms kotlin/jvm 21
ruby 1.rb 342ms 3.2ms 13.5MB 327ms 3ms ruby/yjit 3.4.4
kotlin 1.kt 355ms 2.2ms 12.5MB 360ms 0ms kotlin/native 2.1.20
ruby 1.rb 529ms 4.4ms 12.9MB 510ms 0ms ruby 3.4.4
ruby 1-m.rb 686ms 7.4ms 371.8MB 1270ms 140ms truffleruby 24.2.1

Input: 1000 3000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 2-m.kt 315ms 3.2ms 213.2MB 557ms 47ms kotlin/jvm 21
kotlin 1.kt 344ms 7.7ms 202.9MB 473ms 37ms kotlin/jvm 21
kotlin 2.kt 477ms 5.7ms 12.4MB 507ms 0ms kotlin/native 2.1.20
ruby 1.rb 910ms 1.6ms 13.5MB 890ms 10ms ruby/yjit 3.4.4
kotlin 1.kt 1032ms 3.9ms 12.5MB 1060ms 0ms kotlin/native 2.1.20
ruby 1-m.rb 1261ms 52ms 406.7MB 1777ms 167ms truffleruby 24.2.1
ruby 1.rb 1485ms 8.7ms 12.9MB 1470ms 3ms ruby 3.4.4

Input: 100 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 2.kt 94ms 0.6ms 12.8MB 87ms 0ms kotlin/native 2.1.20
kotlin 1.kt 120ms 1.0ms 12.8MB 120ms 0ms kotlin/native 2.1.20
kotlin 1-m.kt 153ms 2.7ms 91.1MB 290ms 30ms kotlin/jvm 21
kotlin 2-m.kt 167ms 13ms 96.2MB 343ms 33ms kotlin/jvm 21
ruby 1.rb 198ms 2.8ms 13.5MB 187ms 0ms ruby/yjit 3.4.4
ruby 1.rb 289ms 1.2ms 12.8MB 273ms 7ms ruby 3.4.4
ruby 1-m.rb 525ms 17ms 354.7MB 1033ms 137ms truffleruby 24.2.1

merkletrees

Input: 17

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1.kt 387ms 9.9ms 680.6MB 443ms 93ms kotlin/jvm 21
kotlin 1.kt 1895ms 31ms 90.1MB 1967ms 43ms kotlin/native 2.1.20
ruby 1-m.rb 3861ms 33ms 612.1MB 9853ms 350ms truffleruby 24.2.1
ruby 1.rb timeout 0.0ms 93.5MB 4947ms 40ms ruby 3.4.4
ruby 1.rb timeout 0.0ms 97.4MB 4940ms 50ms ruby/yjit 3.4.4

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1-m.kt 155ms 0.4ms 207.1MB 213ms 40ms kotlin/jvm 21
kotlin 1.kt 267ms 13ms 25.5MB 270ms 13ms kotlin/native 2.1.20
ruby 1-m.rb 2066ms 110ms 488.8MB 5300ms 230ms truffleruby 24.2.1
ruby 1.rb 3236ms 25ms 38.3MB 3197ms 23ms ruby/yjit 3.4.4
ruby 1.rb 4321ms 12ms 37.6MB 4287ms 23ms ruby 3.4.4

nbody

Input: 5000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1n.kt 354ms 5.0ms 3.6MB 343ms 0ms kotlin/native 2.1.20
kotlin 1.kt 443ms 0.3ms 49.2MB 487ms 13ms kotlin/jvm 21
ruby 2.rb 836ms 14ms 325.0MB 1103ms 117ms truffleruby 24.2.1
ruby 2.rb timeout 0.0ms 12.8MB 4983ms 3ms ruby 3.4.4
ruby 2.rb timeout 0.0ms 13.5MB 4977ms 10ms ruby/yjit 3.4.4

Input: 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1n.kt 39ms 1.6ms 3.6MB 30ms 0ms kotlin/native 2.1.20
kotlin 1-m.kt 119ms 1.7ms 49.5MB 170ms 13ms kotlin/jvm 21
ruby 2-m.rb 309ms 6.6ms 309.6MB 560ms 103ms truffleruby 24.2.1
ruby 2.rb 1028ms 6.1ms 13.5MB 1010ms 3ms ruby/yjit 3.4.4
ruby 2.rb 2980ms 14ms 12.8MB 2963ms 7ms ruby 3.4.4

pidigits

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1.kt 3757ms 42ms 354.4MB 4560ms 113ms kotlin/jvm 21
kotlin 1n.kt timeout 0.0ms 26.6MB 3957ms 1507ms kotlin/native 2.1.20
kotlin 2n.kt timeout 0.0ms 30.6MB 5110ms 133ms kotlin/native 2.1.20
ruby 1.rb timeout 0.0ms 130.2MB 4863ms 123ms ruby 3.4.4
ruby 1.rb timeout 0.0ms 131.0MB 4833ms 150ms ruby/yjit 3.4.4
ruby 1.rb timeout 0.0ms 450.5MB 13320ms 430ms truffleruby 24.2.1

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1-m.kt 990ms 32ms 353.0MB 1737ms 93ms kotlin/jvm 21
ruby 1-m.rb 1668ms 200ms 395.7MB 4403ms 210ms truffleruby 24.2.1
ruby 1.rb 1766ms 80ms 130.9MB 1657ms 93ms ruby/yjit 3.4.4
ruby 1.rb 1816ms 25ms 130.3MB 1690ms 113ms ruby 3.4.4
kotlin 1n.kt timeout 0.0ms 26.3MB 3987ms 1517ms kotlin/native 2.1.20
kotlin 2n.kt timeout 0.0ms 30.9MB 5117ms 123ms kotlin/native 2.1.20

regex-redux

Input: 2500000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1.kt timeout 0.0ms 173.5MB 5407ms 40ms kotlin/jvm 21
kotlin 1n.kt timeout 0.0ms 226.8MB 5060ms 130ms kotlin/native 2.1.20

Input: 250000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1-m.kt 830ms 6.8ms 134.5MB 1273ms 37ms kotlin/jvm 21
kotlin 1n.kt 3212ms 16ms 51.0MB 3280ms 80ms kotlin/native 2.1.20

secp256k1

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1.kt 3105ms 26ms 233.3MB 3997ms 67ms kotlin/jvm 21

Input: 500

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1-m.kt 1013ms 41ms 232.1MB 1923ms 67ms kotlin/jvm 21