Programming Language and compiler
Benchmarks

Nim 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
nim 2.nim 909ms 6.8ms 34.6MB 893ms 0ms nim 2.2.2
nim 2.nim 952ms 13ms 34.9MB 937ms 0ms nim/clang 2.2.2
kotlin 1-m.kt 3201ms 42ms 246.5MB 5153ms 850ms kotlin/native 1.8.21

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
nim 2.nim 89ms 2.7ms 5.5MB 80ms 0ms nim 2.2.2
nim 2.nim 93ms 1.8ms 5.8MB 80ms 0ms nim/clang 2.2.2
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

coro-prime-sieve

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
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
nim 1.nim timeout 0.0ms 553.5MB 2540ms 2000ms nim 2.2.2
nim 1.nim timeout 0.0ms 559.8MB 2507ms 2027ms nim/clang 2.2.2

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
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
nim 1.nim 4311ms 7.9ms 519.8MB 2117ms 1770ms nim/clang 2.2.2
nim 1.nim 4368ms 20ms 519.3MB 2157ms 1783ms nim 2.2.2

fasta

Input: 2500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
nim 2.nim 189ms 1.0ms 1.5MB 180ms 0ms nim 2.2.2
nim 2.nim 235ms 1.2ms 1.8MB 227ms 0ms nim/clang 2.2.2
nim 1.nim 555ms 2.0ms 1.8MB 453ms 87ms nim/clang 2.2.2
nim 1.nim 580ms 1.8ms 1.5MB 467ms 103ms nim 2.2.2

Input: 250000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
nim 2.nim 21ms 1.0ms 1.5MB 10ms 0ms nim 2.2.2
nim 2.nim 26ms 0.5ms 1.8MB 20ms 0ms nim/clang 2.2.2
nim 1.nim 59ms 1.4ms 1.8MB 40ms 3ms nim/clang 2.2.2
nim 1.nim 61ms 1.3ms 1.5MB 43ms 3ms nim 2.2.2

helloworld

Input: QwQ

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
nim 1.nim 1.1ms 0.0ms 1.4MB 0ms 0ms nim 2.2.2
nim 1.nim 1.2ms 0.1ms 1.8MB 0ms 0ms nim/clang 2.2.2
kotlin 1.kt 2.2ms 0.4ms 2.6MB 0ms 0ms kotlin/native 1.8.21
kotlin 1.kt 59ms 4.0ms 47.2MB 56ms 16ms kotlin/jvm 21

lru

Input: 1000 1000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
nim 2.nim 112ms 1.0ms 1.6MB 100ms 0ms nim/clang 2.2.2
nim 2.nim 112ms 1.7ms 1.8MB 103ms 0ms nim 2.2.2
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
kotlin 1.kt 518ms 11ms 5.8MB 620ms 3ms kotlin/native 1.8.21
nim 1.nim timeout 0.0ms 1.3MB 4990ms 0ms nim 2.2.2
nim 1.nim timeout 0.0ms 1.5MB 4990ms 0ms nim/clang 2.2.2

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
nim 2.nim 328ms 1.5ms 1.6MB 320ms 0ms nim/clang 2.2.2
nim 2.nim 331ms 2.1ms 1.4MB 320ms 0ms nim 2.2.2
kotlin 1.kt 335ms 2.6ms 204.7MB 443ms 43ms kotlin/jvm 21
kotlin 2.kt 927ms 16ms 7.1MB 1330ms 50ms kotlin/native 1.8.21
kotlin 1.kt 1539ms 8.4ms 5.8MB 1870ms 23ms kotlin/native 1.8.21
nim 1.nim timeout 0.0ms 1.3MB 4990ms 0ms nim 2.2.2
nim 1.nim timeout 0.0ms 1.5MB 4990ms 0ms nim/clang 2.2.2

Input: 100 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
nim 2.nim 50ms 1.8ms 1.5MB 40ms 0ms nim/clang 2.2.2
nim 2.nim 50ms 1.3ms 1.3MB 40ms 0ms nim 2.2.2
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
nim 1.nim 445ms 9.6ms 1.5MB 437ms 0ms nim/clang 2.2.2
nim 1.nim 480ms 3.4ms 1.3MB 473ms 0ms nim 2.2.2

mandelbrot

Input: 5000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
nim 1.nim 388ms 0.7ms 4.7MB 380ms 0ms nim/clang 2.2.2
nim 1.nim 577ms 2.5ms 4.4MB 567ms 0ms nim 2.2.2

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
nim 1.nim 19ms 0.4ms 2.0MB 10ms 0ms nim/clang 2.2.2
nim 1.nim 27ms 1.4ms 1.6MB 20ms 0ms nim 2.2.2

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
nim 1.nim 545ms 5.4ms 34.6MB 527ms 0ms nim 2.2.2
nim 1.nim 618ms 12ms 34.9MB 597ms 3ms nim/clang 2.2.2
kotlin 1-m.kt 1532ms 6.5ms 134.6MB 2337ms 353ms kotlin/native 1.8.21

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
nim 1.nim 116ms 0.7ms 9.6MB 100ms 0ms nim 2.2.2
kotlin 1.kt 133ms 0.6ms 208.5MB 157ms 37ms kotlin/jvm 21
nim 1.nim 134ms 1.4ms 9.9MB 120ms 0ms nim/clang 2.2.2
kotlin 1-m.kt 312ms 1.7ms 38.5MB 457ms 73ms kotlin/native 1.8.21

nbody

Input: 5000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
nim 2.nim 320ms 3.2ms 1.8MB 310ms 0ms nim 2.2.2
nim 2.nim 347ms 6.4ms 2.0MB 337ms 0ms nim/clang 2.2.2
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

Input: 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
nim 2.nim 35ms 1.0ms 1.8MB 30ms 0ms nim 2.2.2
nim 2.nim 37ms 1.3ms 2.0MB 30ms 0ms nim/clang 2.2.2
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

nsieve

Input: 12

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
nim 1.nim 320ms 5.6ms 41.8MB 307ms 0ms nim/clang 2.2.2
nim 1.nim 330ms 8.4ms 41.5MB 317ms 0ms nim 2.2.2

Input: 10

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
nim 1.nim 56ms 4.0ms 11.5MB 47ms 0ms nim 2.2.2
nim 1.nim 59ms 4.5ms 11.8MB 50ms 0ms nim/clang 2.2.2

regex-redux

Input: 2500000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
nim 1.nim 1640ms 16ms 164.0MB 1607ms 17ms nim/clang 2.2.2
nim 1.nim 1702ms 8.7ms 163.9MB 1670ms 20ms nim 2.2.2
kotlin 1.kt timeout 0.0ms 171.3MB 5430ms 43ms kotlin/jvm 21
kotlin 1n.kt timeout 0.0ms 277.0MB 5163ms 730ms kotlin/native 1.8.21

Input: 250000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
nim 1.nim 174ms 1.8ms 20.9MB 160ms 0ms nim/clang 2.2.2
nim 1.nim 179ms 0.8ms 20.6MB 160ms 0ms nim 2.2.2
kotlin 1-m.kt 821ms 21ms 137.7MB 1247ms 47ms kotlin/jvm 21
kotlin 1n.kt 3187ms 12ms 65.0MB 3933ms 17ms kotlin/native 1.8.21

spectral-norm

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
nim 1.nim 3592ms 5.8ms 1.6MB 3583ms 0ms nim/clang 2.2.2
nim 1.nim 3603ms 11ms 1.4MB 3593ms 0ms nim 2.2.2

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
nim 1.nim 901ms 1.0ms 1.8MB 890ms 0ms nim 2.2.2
nim 1.nim 902ms 2.9ms 1.5MB 890ms 0ms nim/clang 2.2.2

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
nim 1.nim 227ms 0.4ms 1.5MB 220ms 0ms nim/clang 2.2.2
nim 1.nim 228ms 0.8ms 1.3MB 220ms 0ms nim 2.2.2