Programming Language and compiler
Benchmarks

Ruby VS Kotlin benchmarks

Current benchmark data was generated on Thu May 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 492ms 10ms 578.8MB 590ms 93ms kotlin/jvm 21
kotlin 1.kt 3846ms 34ms 144.1MB 4020ms 77ms kotlin/native 2.1.20
ruby 1.rb 4679ms 84ms 150.6MB 4570ms 97ms ruby/yjit 3.4.3
ruby 1.rb timeout 0.0ms 70.0MB 4950ms 40ms ruby 3.4.3
ruby 1.rb timeout 0.0ms 780.8MB 6557ms 723ms truffleruby 24.2.1

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1.kt 121ms 3.2ms 163.1MB 143ms 33ms kotlin/jvm 21
kotlin 1.kt 204ms 3.4ms 17.6MB 210ms 3ms kotlin/native 2.1.20
ruby 1.rb 481ms 3.0ms 20.3MB 460ms 10ms ruby/yjit 3.4.3
ruby 1-m.rb 537ms 62ms 414.1MB 1070ms 150ms truffleruby 24.2.1
ruby 1.rb 931ms 3.2ms 19.5MB 910ms 7ms ruby 3.4.3

coro-prime-sieve

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 1.rb 1461ms 14ms 63.8MB 1383ms 63ms ruby/yjit 3.4.3
ruby 1.rb 1891ms 53ms 63.0MB 1813ms 63ms ruby 3.4.3
kotlin 2-m.kt 1966ms 64ms 237.9MB 7327ms 110ms kotlin/jvm 21
kotlin 1.kt 2131ms 19ms 217.3MB 2937ms 73ms kotlin/jvm 21
kotlin 2-m.kt 4241ms 30ms 21.4MB 14193ms 557ms kotlin/native 2.1.20
kotlin 1.kt timeout 0.0ms 17.4MB 5507ms 27ms kotlin/native 2.1.20
ruby 1.rb timeout 0.0ms 342.0MB 4683ms 1473ms truffleruby 24.2.1

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 1.rb 156ms 2.7ms 25.8MB 127ms 13ms ruby/yjit 3.4.3
ruby 1.rb 181ms 2.9ms 25.0MB 153ms 13ms ruby 3.4.3
kotlin 2-m.kt 250ms 1.5ms 21.3MB 833ms 47ms kotlin/native 2.1.20
kotlin 1.kt 387ms 13ms 17.4MB 397ms 0ms kotlin/native 2.1.20
kotlin 1-m.kt 480ms 15ms 74.4MB 1100ms 47ms kotlin/jvm 21
kotlin 2-m.kt 881ms 82ms 95.9MB 3080ms 67ms kotlin/jvm 21
ruby 1.rb timeout 0.0ms 351.9MB 4730ms 1453ms truffleruby 24.2.1

fasta

Input: 2500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 6.rb 2030ms 11ms 23.0MB 2007ms 10ms ruby/yjit 3.4.3
ruby 6-m.rb 2048ms 68ms 387.2MB 5343ms 347ms truffleruby 24.2.1
ruby 6.rb 3729ms 21ms 22.4MB 3707ms 10ms ruby 3.4.3

Input: 250000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 6.rb 257ms 3.2ms 15.0MB 240ms 7ms ruby/yjit 3.4.3
ruby 6.rb 431ms 3.1ms 14.4MB 410ms 7ms ruby 3.4.3
ruby 6-m.rb 771ms 87ms 365.8MB 1910ms 180ms 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 0.2ms 3.1MB 0ms 0ms kotlin/native 2.1.20
ruby 1.rb 34ms 0.6ms 140.7MB 12ms 24ms truffleruby 24.2.1
ruby 1.rb 50ms 0.5ms 13.0MB 36ms 4ms ruby/yjit 3.4.3
ruby 1.rb 52ms 1.7ms 12.8MB 38ms 0ms ruby 3.4.3
kotlin 1-m.kt 61ms 0.9ms 47.6MB 78ms 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 247ms 2.4ms 29.9MB 220ms 10ms ruby/yjit 3.4.3
ruby 1.rb 249ms 4.9ms 28.5MB 217ms 17ms ruby 3.4.3
kotlin 1-m.kt 779ms 88ms 173.9MB 2120ms 73ms kotlin/jvm 21
ruby 1-m.rb 4260ms 110ms 489.7MB 11213ms 330ms 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 1881ms 40ms 702.6MB 4407ms 157ms kotlin/jvm 21
ruby 1.rb 2070ms 4.8ms 135.1MB 1983ms 73ms ruby/yjit 3.4.3
ruby 1.rb 2088ms 5.1ms 134.1MB 2000ms 77ms ruby 3.4.3
ruby 1.rb timeout 0.0ms 649.0MB 13303ms 360ms truffleruby 24.2.1

lru

Input: 1000 1000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1-m.kt 196ms 4.7ms 95.0MB 317ms 33ms kotlin/jvm 21
kotlin 2.kt 197ms 54ms 12.5MB 197ms 3ms kotlin/native 2.1.20
kotlin 2-m.kt 203ms 3.6ms 101.8MB 443ms 37ms kotlin/jvm 21
ruby 1.rb 336ms 3.0ms 13.5MB 320ms 7ms ruby/yjit 3.4.3
kotlin 1.kt 359ms 0.8ms 12.4MB 363ms 0ms kotlin/native 2.1.20
ruby 1.rb 528ms 0.6ms 12.9MB 510ms 0ms ruby 3.4.3
ruby 1-m.rb 649ms 12ms 361.2MB 1150ms 143ms 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 316ms 6.8ms 213.9MB 543ms 50ms kotlin/jvm 21
kotlin 1.kt 342ms 5.5ms 202.7MB 460ms 30ms kotlin/jvm 21
kotlin 2.kt 485ms 11ms 12.4MB 523ms 0ms kotlin/native 2.1.20
ruby 1.rb 891ms 5.7ms 13.5MB 873ms 3ms ruby/yjit 3.4.3
kotlin 1.kt 1055ms 17ms 12.5MB 1087ms 3ms kotlin/native 2.1.20
ruby 1-m.rb 1218ms 28ms 399.4MB 1703ms 157ms truffleruby 24.2.1
ruby 1.rb 1472ms 6.0ms 12.9MB 1453ms 3ms ruby 3.4.3

Input: 100 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 2.kt 93ms 1.7ms 12.9MB 87ms 0ms kotlin/native 2.1.20
kotlin 1.kt 122ms 1.5ms 12.8MB 113ms 3ms kotlin/native 2.1.20
kotlin 1-m.kt 150ms 3.8ms 90.8MB 293ms 20ms kotlin/jvm 21
kotlin 2-m.kt 163ms 4.5ms 96.5MB 353ms 27ms kotlin/jvm 21
ruby 1.rb 194ms 4.2ms 13.4MB 177ms 7ms ruby/yjit 3.4.3
ruby 1.rb 288ms 3.8ms 12.8MB 270ms 3ms ruby 3.4.3
ruby 1-m.rb 516ms 39ms 354.9MB 993ms 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 406ms 17ms 680.2MB 453ms 90ms kotlin/jvm 21
kotlin 1.kt 1821ms 13ms 89.8MB 1913ms 43ms kotlin/native 2.1.20
ruby 1-m.rb 4011ms 237ms 549.1MB 10167ms 373ms truffleruby 24.2.1
ruby 1.rb timeout 0.0ms 93.5MB 4940ms 50ms ruby 3.4.3
ruby 1.rb timeout 0.0ms 97.2MB 4940ms 50ms ruby/yjit 3.4.3

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1-m.kt 159ms 7.9ms 207.3MB 207ms 40ms kotlin/jvm 21
kotlin 1.kt 259ms 1.7ms 24.9MB 263ms 10ms kotlin/native 2.1.20
ruby 1-m.rb 2063ms 65ms 556.4MB 5307ms 257ms truffleruby 24.2.1
ruby 1.rb 3317ms 15ms 38.3MB 3287ms 17ms ruby/yjit 3.4.3
ruby 1.rb 4340ms 9.9ms 37.6MB 4307ms 20ms ruby 3.4.3

nbody

Input: 5000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1n.kt 350ms 1.7ms 3.5MB 340ms 0ms kotlin/native 2.1.20
kotlin 1.kt 443ms 1.3ms 49.4MB 487ms 13ms kotlin/jvm 21
ruby 2.rb 820ms 8.8ms 310.7MB 1043ms 117ms truffleruby 24.2.1
ruby 2.rb timeout 0.0ms 12.8MB 4987ms 3ms ruby 3.4.3
ruby 2.rb timeout 0.0ms 13.5MB 4983ms 0ms ruby/yjit 3.4.3

Input: 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1n.kt 39ms 0.9ms 3.6MB 30ms 0ms kotlin/native 2.1.20
kotlin 1-m.kt 119ms 0.7ms 49.7MB 167ms 20ms kotlin/jvm 21
ruby 2-m.rb 312ms 9.0ms 309.6MB 540ms 117ms truffleruby 24.2.1
ruby 2.rb 1025ms 2.6ms 13.5MB 1010ms 0ms ruby/yjit 3.4.3
ruby 2.rb 2856ms 28ms 12.8MB 2840ms 0ms ruby 3.4.3

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 4853ms 133ms ruby 3.4.3
ruby 1.rb timeout 0.0ms 327.0MB 4860ms 130ms ruby/yjit 3.4.3
ruby 1.rb timeout 0.0ms 731.8MB 5057ms 157ms truffleruby 24.2.1

Input: 10

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 1-m.rb 1692ms 8.3ms 475.4MB 2483ms 163ms truffleruby 24.2.1
ruby 1.rb 3437ms 77ms 131.8MB 3337ms 83ms ruby/yjit 3.4.3
ruby 1.rb 4403ms 32ms 131.0MB 4307ms 80ms ruby 3.4.3

pidigits

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1.kt 3800ms 74ms 352.9MB 4630ms 117ms kotlin/jvm 21
kotlin 1n.kt timeout 0.0ms 26.3MB 4013ms 1483ms kotlin/native 2.1.20
kotlin 2n.kt timeout 0.0ms 30.8MB 5123ms 127ms kotlin/native 2.1.20
ruby 1.rb timeout 0.0ms 130.2MB 4847ms 140ms ruby 3.4.3
ruby 1.rb timeout 0.0ms 130.7MB 4873ms 113ms ruby/yjit 3.4.3
ruby 1.rb timeout 0.0ms 461.2MB 13320ms 417ms truffleruby 24.2.1

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
kotlin 1-m.kt 984ms 36ms 353.1MB 1740ms 87ms kotlin/jvm 21
ruby 1-m.rb 1612ms 177ms 390.8MB 4260ms 207ms truffleruby 24.2.1
ruby 1.rb 1803ms 20ms 131.0MB 1673ms 117ms ruby/yjit 3.4.3
ruby 1.rb 1805ms 5.0ms 130.1MB 1683ms 103ms ruby 3.4.3
kotlin 1n.kt timeout 0.0ms 26.6MB 4027ms 1493ms kotlin/native 2.1.20
kotlin 2n.kt timeout 0.0ms 30.9MB 5110ms 130ms 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 4980ms 3ms ruby 3.4.3
ruby 4.rb timeout 0.0ms 13.5MB 4983ms 3ms ruby/yjit 3.4.3
ruby 4.rb timeout 0.0ms 412.4MB 5180ms 223ms truffleruby 24.2.1

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 4.rb 4838ms 9.1ms 424.1MB 5130ms 203ms truffleruby 24.2.1
ruby 4.rb timeout 0.0ms 12.9MB 4980ms 7ms ruby 3.4.3
ruby 4.rb timeout 0.0ms 13.5MB 4983ms 3ms ruby/yjit 3.4.3

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
ruby 4.rb 1417ms 19ms 373.9MB 1763ms 130ms truffleruby 24.2.1
ruby 4.rb timeout 0.0ms 12.9MB 4980ms 7ms ruby 3.4.3
ruby 4.rb timeout 0.0ms 13.8MB 4980ms 3ms ruby/yjit 3.4.3