Programming Language and compiler
Benchmarks

Ruby VS Kotlin benchmarks

Current benchmark data was generated on Tue Mar 25 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 482ms 0.5ms 578.0MB 560ms 90ms kotlin/jvm 21
ruby 1-m.rb 1604ms 2779ms 798.2MB 6547ms 637ms truffleruby 24.2.0
kotlin 1-m.kt 3201ms 42ms 246.5MB 5153ms 850ms kotlin/native 1.8.21
ruby 1.rb 4929ms 11ms 110.0MB 4830ms 87ms ruby/yjit 3.4.2
ruby 1.rb timeout 0.0ms 70.6MB 4943ms 43ms ruby 3.4.2

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1.kt 107ms 0.7ms 160.3MB 117ms 27ms kotlin/jvm 21
kotlin 1-m.kt 283ms 2.6ms 30.5MB 453ms 67ms kotlin/native 1.8.21
ruby 1.rb 497ms 4.3ms 20.3MB 473ms 10ms ruby/yjit 3.4.2
ruby 1-m.rb 605ms 52ms 425.3MB 1203ms 173ms truffleruby 24.2.0
ruby 1.rb 935ms 7.2ms 19.6MB 910ms 10ms ruby 3.4.2

coro-prime-sieve

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 1.rb 1467ms 40ms 63.8MB 1387ms 63ms ruby/yjit 3.4.2
ruby 1.rb 1869ms 46ms 63.1MB 1790ms 63ms ruby 3.4.2
kotlin 2-m.kt 1971ms 329ms 240.9MB 7313ms 117ms kotlin/jvm 21
kotlin 1.kt 2173ms 16ms 221.5MB 2997ms 77ms kotlin/jvm 21
kotlin 1.kt timeout 0.0ms 12.7MB 5997ms 487ms kotlin/native 1.8.21
kotlin 2-m.kt timeout 0.0ms 69.6MB 19047ms 153ms kotlin/native 1.8.21
ruby 1.rb timeout 0.0ms 336.9MB 4703ms 1443ms truffleruby 24.2.0

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 1.rb 160ms 2.1ms 25.6MB 123ms 20ms ruby/yjit 3.4.2
ruby 1.rb 180ms 2.8ms 25.1MB 150ms 20ms ruby 3.4.2
kotlin 2-m.kt 432ms 2.7ms 14.5MB 1600ms 20ms kotlin/native 1.8.21
kotlin 1-m.kt 468ms 13ms 76.2MB 1060ms 43ms kotlin/jvm 21
kotlin 1.kt 689ms 14ms 8.8MB 817ms 63ms kotlin/native 1.8.21
kotlin 2-m.kt 815ms 9.7ms 96.8MB 2827ms 77ms kotlin/jvm 21
ruby 1.rb timeout 0.0ms 333.3MB 4763ms 1447ms truffleruby 24.2.0

fasta

Input: 2500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 6.rb 2067ms 17ms 23.0MB 2040ms 13ms ruby/yjit 3.4.2
ruby 6-m.rb 2128ms 75ms 365.9MB 5427ms 350ms truffleruby 24.2.0
ruby 6.rb 3896ms 43ms 22.5MB 3870ms 17ms ruby 3.4.2

Input: 250000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 6.rb 262ms 3.7ms 15.0MB 243ms 7ms ruby/yjit 3.4.2
ruby 6.rb 440ms 7.9ms 14.5MB 420ms 3ms ruby 3.4.2
ruby 6-m.rb 787ms 58ms 380.4MB 1943ms 177ms truffleruby 24.2.0

helloworld

Input: QwQ

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1.kt 2.2ms 0.4ms 2.6MB 0ms 0ms kotlin/native 1.8.21
ruby 1.rb 38ms 1.6ms 142.2MB 14ms 28ms truffleruby 24.2.0
ruby 1.rb 52ms 1.2ms 12.9MB 38ms 4ms ruby 3.4.2
ruby 1.rb 54ms 2.1ms 13.0MB 40ms 2ms ruby/yjit 3.4.2
kotlin 1.kt 59ms 4.0ms 47.2MB 56ms 16ms 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 257ms 6.2ms 26.6MB 227ms 17ms ruby 3.4.2
ruby 1.rb 261ms 3.5ms 30.3MB 230ms 13ms ruby/yjit 3.4.2
kotlin 1-m.kt 860ms 106ms 201.0MB 2313ms 90ms kotlin/jvm 21
ruby 1-m.rb 4513ms 198ms 499.5MB 11770ms 350ms truffleruby 24.2.0

Input: canada 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 1.rb 2094ms 7.7ms 134.5MB 2010ms 67ms ruby 3.4.2
ruby 1.rb 2103ms 13ms 135.5MB 2017ms 70ms ruby/yjit 3.4.2
kotlin 1-m.kt 2344ms 51ms 740.7MB 5013ms 167ms kotlin/jvm 21
ruby 1.rb timeout 0.0ms 542.8MB 13190ms 353ms truffleruby 24.2.0

lru

Input: 1000 1000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1-m.kt 181ms 4.2ms 96.8MB 300ms 27ms kotlin/jvm 21
kotlin 2-m.kt 198ms 2.0ms 103.5MB 420ms 40ms kotlin/jvm 21
kotlin 2.kt 310ms 2.1ms 5.9MB 433ms 20ms kotlin/native 1.8.21
ruby 1.rb 332ms 5.1ms 13.5MB 313ms 0ms ruby/yjit 3.4.2
kotlin 1.kt 518ms 11ms 5.8MB 620ms 3ms kotlin/native 1.8.21
ruby 1.rb 524ms 1.2ms 13.0MB 510ms 0ms ruby 3.4.2
ruby 1-m.rb 710ms 32ms 365.2MB 1233ms 153ms truffleruby 24.2.0

Input: 1000 3000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 2-m.kt 307ms 3.5ms 215.7MB 537ms 43ms kotlin/jvm 21
kotlin 1.kt 335ms 2.6ms 204.7MB 443ms 43ms kotlin/jvm 21
ruby 1.rb 886ms 4.7ms 13.5MB 863ms 10ms ruby/yjit 3.4.2
kotlin 2.kt 927ms 16ms 7.1MB 1330ms 50ms kotlin/native 1.8.21
ruby 1-m.rb 1259ms 50ms 413.3MB 1827ms 197ms truffleruby 24.2.0
ruby 1.rb 1482ms 23ms 13.0MB 1463ms 7ms ruby 3.4.2
kotlin 1.kt 1539ms 8.4ms 5.8MB 1870ms 23ms kotlin/native 1.8.21

Input: 100 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 2.kt 142ms 1.4ms 3.6MB 200ms 0ms kotlin/native 1.8.21
kotlin 1-m.kt 142ms 1.4ms 92.3MB 267ms 30ms kotlin/jvm 21
kotlin 2-m.kt 153ms 3.2ms 95.8MB 303ms 30ms kotlin/jvm 21
kotlin 1.kt 171ms 1.8ms 3.8MB 217ms 0ms kotlin/native 1.8.21
ruby 1.rb 195ms 2.2ms 13.5MB 177ms 7ms ruby/yjit 3.4.2
ruby 1.rb 289ms 2.1ms 12.9MB 273ms 0ms ruby 3.4.2
ruby 1-m.rb 514ms 28ms 357.0MB 993ms 137ms truffleruby 24.2.0

merkletrees

Input: 17

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1.kt 361ms 2.6ms 681.5MB 383ms 97ms kotlin/jvm 21
kotlin 1-m.kt 1532ms 6.5ms 134.6MB 2337ms 353ms kotlin/native 1.8.21
ruby 1-m.rb 3955ms 22ms 606.4MB 10090ms 377ms truffleruby 24.2.0
ruby 1.rb timeout 0.0ms 94.3MB 4940ms 50ms ruby 3.4.2
ruby 1.rb timeout 0.0ms 94.1MB 4933ms 53ms ruby/yjit 3.4.2

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1.kt 133ms 0.6ms 208.5MB 157ms 37ms kotlin/jvm 21
kotlin 1-m.kt 312ms 1.7ms 38.5MB 457ms 73ms kotlin/native 1.8.21
ruby 1-m.rb 2157ms 107ms 616.5MB 5503ms 283ms truffleruby 24.2.0
ruby 1.rb 3496ms 172ms 38.3MB 3457ms 23ms ruby/yjit 3.4.2
ruby 1.rb 4445ms 2.9ms 37.8MB 4413ms 17ms ruby 3.4.2

nbody

Input: 5000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1n.kt 404ms 1.3ms 2.5MB 393ms 0ms kotlin/native 1.8.21
kotlin 1.kt 453ms 4.2ms 49.4MB 497ms 20ms kotlin/jvm 21
ruby 2.rb 846ms 5.3ms 311.6MB 1087ms 127ms truffleruby 24.2.0
ruby 2.rb timeout 0.0ms 12.9MB 4983ms 7ms ruby 3.4.2
ruby 2.rb timeout 0.0ms 13.5MB 4987ms 0ms ruby/yjit 3.4.2

Input: 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1n.kt 44ms 0.5ms 2.5MB 37ms 0ms kotlin/native 1.8.21
kotlin 1.kt 123ms 1.5ms 49.5MB 170ms 13ms kotlin/jvm 21
ruby 2-m.rb 313ms 8.1ms 310.0MB 540ms 123ms truffleruby 24.2.0
ruby 2.rb 1065ms 2.9ms 13.5MB 1043ms 0ms ruby/yjit 3.4.2
ruby 2.rb 2836ms 76ms 12.9MB 2817ms 3ms ruby 3.4.2

nsieve

Input: 12

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 1.rb timeout 0.0ms 325.4MB 4847ms 137ms ruby 3.4.2
ruby 1.rb timeout 0.0ms 327.0MB 4840ms 143ms ruby/yjit 3.4.2
ruby 1.rb timeout 0.0ms 707.0MB 5073ms 153ms truffleruby 24.2.0

Input: 10

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 1-m.rb 1762ms 23ms 498.0MB 2533ms 183ms truffleruby 24.2.0
ruby 1.rb 3732ms 397ms 131.8MB 3640ms 77ms ruby/yjit 3.4.2
ruby 1.rb 4536ms 21ms 131.1MB 4440ms 80ms ruby 3.4.2

pidigits

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1.kt 3765ms 63ms 355.2MB 4593ms 107ms kotlin/jvm 21
kotlin 1n.kt timeout 0.0ms 5.4MB 6277ms 300ms kotlin/native 1.8.21
kotlin 2n.kt timeout 0.0ms 6.3MB 4990ms 180ms kotlin/native 1.8.21
ruby 1.rb timeout 0.0ms 46.7MB 4920ms 67ms ruby 3.4.2
ruby 1.rb timeout 0.0ms 123.9MB 4887ms 100ms ruby/yjit 3.4.2
ruby 1.rb timeout 0.0ms 457.3MB 13323ms 400ms truffleruby 24.2.0

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1-m.kt 1000ms 30ms 355.3MB 1780ms 93ms kotlin/jvm 21
ruby 1.rb 1685ms 6.0ms 46.0MB 1633ms 37ms ruby 3.4.2
ruby 1-m.rb 1729ms 252ms 405.1MB 4537ms 220ms truffleruby 24.2.0
ruby 1.rb 1798ms 0.8ms 127.8MB 1647ms 133ms ruby/yjit 3.4.2
kotlin 1n.kt timeout 0.0ms 5.4MB 6287ms 287ms kotlin/native 1.8.21
kotlin 2n.kt timeout 0.0ms 6.2MB 5010ms 157ms kotlin/native 1.8.21

spectral-norm

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 4.rb timeout 0.0ms 13.0MB 4983ms 3ms ruby 3.4.2
ruby 4.rb timeout 0.0ms 13.5MB 4983ms 3ms ruby/yjit 3.4.2
ruby 4.rb timeout 0.0ms 454.8MB 5133ms 270ms truffleruby 24.2.0

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 4.rb 4888ms 24ms 442.4MB 5167ms 227ms truffleruby 24.2.0
ruby 4.rb timeout 0.0ms 13.0MB 4983ms 3ms ruby 3.4.2
ruby 4.rb timeout 0.0ms 13.5MB 4980ms 0ms ruby/yjit 3.4.2

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 4.rb 1433ms 18ms 370.1MB 1793ms 130ms truffleruby 24.2.0
ruby 4.rb timeout 0.0ms 13.0MB 4980ms 7ms ruby 3.4.2
ruby 4.rb timeout 0.0ms 13.8MB 4980ms 7ms ruby/yjit 3.4.2