Programming Language and compiler
Benchmarks

Ruby VS Kotlin benchmarks

Current benchmark data was generated on Fri Aug 01 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 500ms 16ms 578.4MB 597ms 97ms kotlin/jvm 21
ruby 1-m.rb 1486ms 2574ms 801.2MB 6400ms 613ms truffleruby 24.2.2
kotlin 1.kt 3911ms 6.4ms 143.8MB 4087ms 70ms kotlin/native 2.1.20
ruby 1.rb 4961ms 19ms 109.4MB 4863ms 83ms ruby/yjit 3.4.5
ruby 1.rb timeout 0.0ms 70.0MB 4943ms 43ms ruby 3.4.5

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1.kt 122ms 1.1ms 159.5MB 143ms 37ms kotlin/jvm 21
kotlin 1.kt 203ms 6.2ms 17.3MB 210ms 3ms kotlin/native 2.1.20
ruby 1.rb 504ms 1.1ms 20.3MB 480ms 10ms ruby/yjit 3.4.5
ruby 1-m.rb 528ms 58ms 407.2MB 1043ms 157ms truffleruby 24.2.2
ruby 1.rb 932ms 5.8ms 19.5MB 913ms 7ms ruby 3.4.5

coro-prime-sieve

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 1.rb 1412ms 3.1ms 63.8MB 1330ms 67ms ruby/yjit 3.4.5
kotlin 2-m.kt 1822ms 185ms 234.2MB 6767ms 103ms kotlin/jvm 21
ruby 1.rb 1861ms 27ms 63.1MB 1780ms 63ms ruby 3.4.5
kotlin 1.kt 2180ms 5.5ms 221.2MB 3010ms 73ms kotlin/jvm 21
kotlin 2-m.kt 4271ms 80ms 21.5MB 14227ms 520ms kotlin/native 2.1.20
kotlin 1.kt timeout 0.0ms 17.4MB 5510ms 27ms kotlin/native 2.1.20
ruby 1.rb timeout 0.0ms 339.5MB 4537ms 1523ms truffleruby 24.2.2

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 1.rb 150ms 1.5ms 25.6MB 117ms 17ms ruby/yjit 3.4.5
ruby 1.rb 181ms 2.8ms 25.0MB 153ms 17ms ruby 3.4.5
kotlin 2-m.kt 247ms 1.8ms 21.6MB 840ms 37ms kotlin/native 2.1.20
kotlin 1.kt 386ms 5.0ms 17.4MB 397ms 10ms kotlin/native 2.1.20
kotlin 1-m.kt 473ms 2.3ms 74.2MB 1100ms 40ms kotlin/jvm 21
kotlin 2-m.kt 861ms 25ms 96.7MB 3007ms 67ms kotlin/jvm 21
ruby 1.rb timeout 0.0ms 339.9MB 4580ms 1487ms truffleruby 24.2.2

fasta

Input: 2500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 6.rb 2039ms 34ms 23.0MB 2010ms 13ms ruby/yjit 3.4.5
ruby 6-m.rb 2302ms 225ms 379.4MB 5953ms 337ms truffleruby 24.2.2
ruby 6.rb 3744ms 77ms 22.4MB 3723ms 10ms ruby 3.4.5

Input: 250000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 6.rb 261ms 6.6ms 15.0MB 243ms 0ms ruby/yjit 3.4.5
ruby 6.rb 429ms 2.4ms 14.4MB 410ms 3ms ruby 3.4.5
ruby 6-m.rb 825ms 31ms 410.3MB 2047ms 173ms truffleruby 24.2.2

helloworld

Input: QwQ

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1.kt 2.2ms 0.2ms 3.0MB 0ms 0ms kotlin/native 2.1.20
ruby 1.rb 35ms 0.6ms 141.9MB 12ms 28ms truffleruby 24.2.2
ruby 1.rb 50ms 0.8ms 12.8MB 36ms 4ms ruby 3.4.5
ruby 1.rb 51ms 1.7ms 13.0MB 36ms 4ms ruby/yjit 3.4.5
kotlin 1.kt 61ms 0.9ms 47.6MB 74ms 18ms 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 251ms 0.5ms 29.2MB 220ms 13ms ruby 3.4.5
ruby 1.rb 253ms 3.8ms 29.0MB 227ms 10ms ruby/yjit 3.4.5
kotlin 1-m.kt 702ms 36ms 168.7MB 1873ms 77ms kotlin/jvm 21
ruby 1-m.rb 4461ms 188ms 483.7MB 11710ms 347ms truffleruby 24.2.2

Input: canada 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1-m.kt 1801ms 57ms 690.0MB 4283ms 153ms kotlin/jvm 21
ruby 1.rb 2102ms 20ms 132.8MB 2010ms 77ms ruby/yjit 3.4.5
ruby 1.rb 2103ms 10ms 133.9MB 2020ms 70ms ruby 3.4.5
ruby 1.rb timeout 0.0ms 502.2MB 13287ms 387ms truffleruby 24.2.2

lru

Input: 1000 1000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 2.kt 171ms 9.2ms 12.4MB 170ms 0ms kotlin/native 2.1.20
kotlin 1-m.kt 194ms 4.6ms 95.0MB 323ms 27ms kotlin/jvm 21
kotlin 2-m.kt 206ms 5.2ms 102.2MB 433ms 37ms kotlin/jvm 21
ruby 1.rb 340ms 5.5ms 13.5MB 323ms 3ms ruby/yjit 3.4.5
kotlin 1.kt 357ms 1.0ms 12.4MB 360ms 0ms kotlin/native 2.1.20
ruby 1.rb 544ms 2.3ms 12.9MB 530ms 3ms ruby 3.4.5
ruby 1-m.rb 702ms 23ms 374.1MB 1243ms 143ms truffleruby 24.2.2

Input: 1000 3000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 2-m.kt 315ms 6.1ms 212.8MB 547ms 43ms kotlin/jvm 21
kotlin 1.kt 338ms 2.0ms 202.9MB 467ms 40ms kotlin/jvm 21
kotlin 2.kt 473ms 5.4ms 12.4MB 500ms 3ms kotlin/native 2.1.20
ruby 1.rb 893ms 4.0ms 13.5MB 873ms 10ms ruby/yjit 3.4.5
kotlin 1.kt 1048ms 9.4ms 12.4MB 1077ms 3ms kotlin/native 2.1.20
ruby 1-m.rb 1199ms 32ms 415.0MB 1677ms 160ms truffleruby 24.2.2
ruby 1.rb 1542ms 5.2ms 12.9MB 1523ms 3ms ruby 3.4.5

Input: 100 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 2.kt 94ms 0.9ms 12.8MB 90ms 0ms kotlin/native 2.1.20
kotlin 1.kt 121ms 1.5ms 12.8MB 113ms 0ms kotlin/native 2.1.20
kotlin 1-m.kt 153ms 0.7ms 90.8MB 290ms 33ms kotlin/jvm 21
kotlin 2-m.kt 171ms 14ms 96.5MB 377ms 30ms kotlin/jvm 21
ruby 1.rb 195ms 1.8ms 13.5MB 180ms 3ms ruby/yjit 3.4.5
ruby 1.rb 297ms 2.9ms 12.8MB 280ms 3ms ruby 3.4.5
ruby 1-m.rb 476ms 13ms 357.3MB 890ms 140ms truffleruby 24.2.2

merkletrees

Input: 17

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1.kt 386ms 5.6ms 680.7MB 433ms 93ms kotlin/jvm 21
kotlin 1.kt 1880ms 15ms 89.9MB 1963ms 40ms kotlin/native 2.1.20
ruby 1-m.rb 3864ms 19ms 565.6MB 9860ms 350ms truffleruby 24.2.2
ruby 1.rb timeout 0.0ms 94.1MB 4937ms 47ms ruby 3.4.5
ruby 1.rb timeout 0.0ms 94.8MB 4940ms 50ms ruby/yjit 3.4.5

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1-m.kt 154ms 0.3ms 207.3MB 210ms 40ms kotlin/jvm 21
kotlin 1.kt 268ms 4.1ms 25.6MB 273ms 13ms kotlin/native 2.1.20
ruby 1-m.rb 2027ms 88ms 571.0MB 5207ms 273ms truffleruby 24.2.2
ruby 1.rb 3296ms 19ms 38.3MB 3260ms 20ms ruby/yjit 3.4.5
ruby 1.rb 4401ms 19ms 37.8MB 4363ms 20ms ruby 3.4.5

nbody

Input: 5000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1n.kt 352ms 2.5ms 3.5MB 340ms 0ms kotlin/native 2.1.20
kotlin 1.kt 442ms 1.2ms 49.6MB 483ms 20ms kotlin/jvm 21
ruby 2.rb 817ms 1.5ms 309.6MB 1057ms 110ms truffleruby 24.2.2
ruby 2.rb timeout 0.0ms 12.8MB 4983ms 7ms ruby 3.4.5
ruby 2.rb timeout 0.0ms 13.5MB 4980ms 0ms ruby/yjit 3.4.5

Input: 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1n.kt 39ms 0.6ms 3.5MB 30ms 0ms kotlin/native 2.1.20
kotlin 1-m.kt 118ms 1.3ms 49.6MB 160ms 20ms kotlin/jvm 21
ruby 2-m.rb 309ms 13ms 309.8MB 537ms 117ms truffleruby 24.2.2
ruby 2.rb 1044ms 2.3ms 13.5MB 1023ms 7ms ruby/yjit 3.4.5
ruby 2.rb 2832ms 56ms 12.8MB 2813ms 7ms ruby 3.4.5

nsieve

Input: 12

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 1.rb timeout 0.0ms 325.3MB 4840ms 140ms ruby 3.4.5
ruby 1.rb timeout 0.0ms 327.0MB 4847ms 140ms ruby/yjit 3.4.5
ruby 1.rb timeout 0.0ms 737.6MB 5057ms 157ms truffleruby 24.2.2

Input: 10

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 1-m.rb 1694ms 36ms 474.9MB 2407ms 170ms truffleruby 24.2.2
ruby 1.rb 3393ms 45ms 131.6MB 3303ms 70ms ruby/yjit 3.4.5
ruby 1.rb 4458ms 22ms 131.0MB 4367ms 77ms ruby 3.4.5

pidigits

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1.kt 3669ms 28ms 353.1MB 4487ms 113ms kotlin/jvm 21
kotlin 1n.kt timeout 0.0ms 26.6MB 3973ms 1500ms kotlin/native 2.1.20
kotlin 2n.kt timeout 0.0ms 30.9MB 5110ms 130ms kotlin/native 2.1.20
ruby 1.rb timeout 0.0ms 130.1MB 4833ms 153ms ruby 3.4.5
ruby 1.rb timeout 0.0ms 130.9MB 4840ms 147ms ruby/yjit 3.4.5
ruby 1.rb timeout 0.0ms 451.7MB 13370ms 400ms truffleruby 24.2.2

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1-m.kt 957ms 5.5ms 357.3MB 1767ms 90ms kotlin/jvm 21
ruby 1-m.rb 1509ms 109ms 384.9MB 4013ms 193ms truffleruby 24.2.2
ruby 1.rb 1759ms 8.3ms 130.9MB 1633ms 113ms ruby/yjit 3.4.5
ruby 1.rb 1782ms 5.6ms 130.0MB 1650ms 123ms ruby 3.4.5
kotlin 1n.kt timeout 0.0ms 26.8MB 3970ms 1513ms kotlin/native 2.1.20
kotlin 2n.kt timeout 0.0ms 30.6MB 5120ms 117ms kotlin/native 2.1.20

spectral-norm

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 4.rb timeout 0.0ms 12.9MB 4987ms 0ms ruby 3.4.5
ruby 4.rb timeout 0.0ms 13.5MB 4980ms 10ms ruby/yjit 3.4.5
ruby 4.rb timeout 0.0ms 420.8MB 5170ms 227ms truffleruby 24.2.2

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 4.rb 4810ms 20ms 422.1MB 5107ms 190ms truffleruby 24.2.2
ruby 4.rb timeout 0.0ms 12.9MB 4983ms 0ms ruby 3.4.5
ruby 4.rb timeout 0.0ms 13.6MB 4983ms 0ms ruby/yjit 3.4.5

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 4.rb 1419ms 19ms 379.8MB 1753ms 130ms truffleruby 24.2.2
ruby 4.rb timeout 0.0ms 12.9MB 4987ms 0ms ruby 3.4.5
ruby 4.rb timeout 0.0ms 13.8MB 4983ms 0ms ruby/yjit 3.4.5