Programming Language and compiler
Benchmarks

Results for 38 of 40 languages from this run on actest1.

Unavailable in this run: Hack, Lisp. Follow the run link for failure details.

Rust VS Ruby benchmarks

Current benchmark data was generated on Sun Sep 27 2026, full log can be found HERE

CONTRIBUTIONS are WELCOME!

[x86_64][4 cores] Intel(R) Core(TM) i7-3687U CPU @ 2.10GHz (Model 58)

* -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
rust 5.rs 2161ms 12ms 33.8MB 2140ms 3ms rustc 1.98.1
rust 3.rs 2212ms 49ms 49.8MB 2183ms 10ms rustc 1.98.1
rust 4.rs 2253ms 19ms 33.8MB 2230ms 10ms rustc 1.98.1
ruby 1.rb 11360ms 112ms 87.8MB 11283ms 57ms ruby 3.2.3
ruby 1.rb 11813ms 6.3ms 87.9MB 11740ms 57ms ruby/yjit 3.2.3

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 5.rs 185ms 4.9ms 5.7MB 173ms 0ms rustc 1.98.1
rust 4.rs 203ms 1.5ms 5.7MB 190ms 0ms rustc 1.98.1
rust 3.rs 205ms 20ms 7.8MB 190ms 0ms rustc 1.98.1
ruby 1.rb 1118ms 12ms 30.2MB 1087ms 17ms ruby 3.2.3
ruby 1.rb 1172ms 15ms 30.3MB 1137ms 20ms ruby/yjit 3.2.3

coro-prime-sieve

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 5-m.rs 776ms 8.2ms 5.2MB 2963ms 60ms rustc 1.98.1
rust 3-m.rs 1159ms 98ms 8.8MB 4437ms 87ms rustc 1.98.1
rust 1-m.rs 1841ms 27ms 8.6MB 6870ms 303ms rustc 1.98.1
rust 3.rs 2252ms 19ms 9.1MB 2177ms 60ms rustc 1.98.1
rust 4.rs 3680ms 17ms 7.3MB 3663ms 3ms rustc 1.98.1
ruby 1.rb 7971ms 44ms 73.0MB 7883ms 63ms ruby/yjit 3.2.3
ruby 1.rb 8086ms 166ms 73.1MB 7980ms 83ms ruby 3.2.3

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 5-m.rs 80ms 20ms 3.2MB 270ms 0ms rustc 1.98.1
rust 3-m.rs 81ms 11ms 5.8MB 260ms 10ms rustc 1.98.1
rust 3.rs 128ms 4.2ms 3.9MB 113ms 0ms rustc 1.98.1
rust 1-m.rs 128ms 3.9ms 5.5MB 437ms 23ms rustc 1.98.1
rust 4.rs 243ms 10ms 3.3MB 233ms 0ms rustc 1.98.1
ruby 1.rb 359ms 10ms 34.9MB 317ms 27ms ruby/yjit 3.2.3
ruby 1.rb 362ms 11ms 34.9MB 317ms 30ms ruby 3.2.3

edigits

Input: 250001

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 2.rs 195ms 1.6ms 4.4MB 183ms 0ms rustc 1.98.1
rust 1.rs 203ms 29ms 3.6MB 197ms 0ms rustc 1.98.1

Input: 100000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 1.rs 52ms 2.2ms 2.8MB 40ms 0ms rustc 1.98.1
rust 2.rs 54ms 4.2ms 3.4MB 43ms 0ms rustc 1.98.1

fannkuch-redux

Input: 11

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 3-im.rs 376ms 5.4ms 3.1MB 1437ms 0ms rustc 1.98.1
rust 2-im.rs 811ms 3.4ms 1.2MB 3080ms 0ms rustc 1.98.1
rust 5-m.rs 1047ms 9.5ms 1.1MB 3977ms 3ms rustc 1.98.1
rust 3-i.rs 1073ms 14ms 1.1MB 1063ms 0ms rustc 1.98.1
rust 1-m.rs 1366ms 10ms 1.1MB 5263ms 0ms rustc 1.98.1
rust 2-i.rs 2458ms 53ms 1.1MB 2443ms 0ms rustc 1.98.1
rust 1.rs 2906ms 17ms 1.1MB 2893ms 0ms rustc 1.98.1

Input: 10

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 3-im.rs 36ms 2.0ms 3.1MB 107ms 0ms rustc 1.98.1
rust 2-im.rs 72ms 1.7ms 2.2MB 243ms 0ms rustc 1.98.1
rust 5-m.rs 97ms 11ms 1.1MB 290ms 0ms rustc 1.98.1
rust 3-i.rs 106ms 12ms 1.1MB 93ms 0ms rustc 1.98.1
rust 1-m.rs 120ms 1.4ms 1.1MB 417ms 0ms rustc 1.98.1
rust 2-i.rs 205ms 3.1ms 1.1MB 197ms 0ms rustc 1.98.1
rust 1.rs 263ms 14ms 1.1MB 253ms 0ms rustc 1.98.1

fasta

Input: 2500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 5c-m.rs 107ms 0.9ms 2.4MB 347ms 3ms rustc 1.98.1
rust 5-m.rs 125ms 2.6ms 2.4MB 427ms 0ms rustc 1.98.1
rust 1c.rs 173ms 1.3ms 1.2MB 163ms 0ms rustc 1.98.1
rust 6.rs 186ms 9.1ms 1.1MB 180ms 0ms rustc 1.98.1
rust 1.rs 213ms 3.2ms 1.1MB 200ms 0ms rustc 1.98.1
ruby 6.rb 5551ms 66ms 33.6MB 5523ms 13ms ruby 3.2.3
ruby 6.rb 5694ms 44ms 33.6MB 5653ms 23ms ruby/yjit 3.2.3

Input: 250000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 5c-m.rs 17ms 0.0ms 2.4MB 37ms 0ms rustc 1.98.1
rust 5-m.rs 18ms 1.3ms 2.4MB 33ms 0ms rustc 1.98.1
rust 1c.rs 20ms 1.3ms 1.1MB 10ms 0ms rustc 1.98.1
rust 6.rs 21ms 1.0ms 1.1MB 10ms 0ms rustc 1.98.1
rust 1.rs 24ms 0.5ms 1.1MB 10ms 0ms rustc 1.98.1
ruby 6.rb 621ms 1.8ms 25.0MB 597ms 7ms ruby 3.2.3
ruby 6.rb 651ms 3.1ms 24.9MB 620ms 17ms ruby/yjit 3.2.3

helloworld

Input: QwQ

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 1.rs 1.6ms 0.3ms 1.9MB 0ms 0ms rustc 1.98.1
ruby 1.rb 85ms 4.7ms 22.6MB 64ms 12ms ruby/yjit 3.2.3
ruby 1.rb 95ms 7.0ms 22.5MB 62ms 18ms ruby 3.2.3

http-server

Input: 3000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 1-m.rs 402ms 47ms 74.0MB 273ms 500ms rustc 1.98.1
rust 2-m.rs 637ms 65ms 66.2MB 390ms 877ms rustc 1.98.1
rust 2-http2.rs 728ms 174ms 57.0MB 1683ms 507ms rustc 1.98.1
rust 1-http2.rs 737ms 86ms 68.5MB 1713ms 540ms rustc 1.98.1

Input: 500

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 1.rs 129ms 6.7ms 17.4MB 43ms 57ms rustc 1.98.1
rust 2.rs 210ms 23ms 22.9MB 63ms 180ms rustc 1.98.1
rust 1-http2.rs 331ms 74ms 24.4MB 653ms 137ms rustc 1.98.1
rust 2-http2.rs 556ms 55ms 30.7MB 1503ms 173ms rustc 1.98.1

json-serde

Input: sample 5000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 4-i.rs 38ms 0.7ms 7.9MB 27ms 0ms rustc 1.98.1
rust 5-i.rs 46ms 2.0ms 10.1MB 30ms 3ms rustc 1.98.1
rust 2.rs 76ms 0.4ms 33.8MB 57ms 3ms rustc 1.98.1
rust 3.rs 77ms 2.6ms 32.1MB 53ms 7ms rustc 1.98.1
rust 1.rs 114ms 0.6ms 68.3MB 80ms 20ms rustc 1.98.1
ruby 1.rb 490ms 4.8ms 44.0MB 457ms 23ms ruby 3.2.3
ruby 1.rb 502ms 10ms 44.5MB 470ms 20ms ruby/yjit 3.2.3

Input: canada 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 5-i.rs 234ms 9.0ms 54.1MB 207ms 13ms rustc 1.98.1
rust 4-i.rs 298ms 3.6ms 54.8MB 243ms 37ms rustc 1.98.1
rust 3.rs 417ms 2.9ms 239.2MB 343ms 60ms rustc 1.98.1
rust 2.rs 422ms 2.7ms 239.2MB 350ms 53ms rustc 1.98.1
rust 1.rs 697ms 6.0ms 551.3MB 507ms 177ms rustc 1.98.1
ruby 1.rb 4199ms 14ms 165.3MB 4103ms 80ms ruby 3.2.3
ruby 1.rb 4309ms 50ms 165.6MB 4203ms 87ms ruby/yjit 3.2.3

knucleotide

Input: 2500000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 8-m.rs 475ms 19ms 27.6MB 1260ms 13ms rustc 1.98.1
rust 8.rs 838ms 32ms 23.8MB 810ms 10ms rustc 1.98.1

Input: 250000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 8-m.rs 62ms 6.2ms 16.3MB 140ms 3ms rustc 1.98.1
rust 8.rs 100ms 1.7ms 11.6MB 83ms 0ms rustc 1.98.1

lru

Input: 1000 1000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 0-unsafe.rs 44ms 3.1ms 1.1MB 33ms 0ms rustc 1.98.1
rust 1.rs 70ms 7.9ms 1.1MB 60ms 0ms rustc 1.98.1
ruby 1.rb 861ms 5.6ms 22.8MB 833ms 17ms ruby 3.2.3
ruby 1.rb 879ms 15ms 22.7MB 860ms 7ms ruby/yjit 3.2.3

Input: 1000 3000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 0-unsafe.rs 202ms 23ms 1.1MB 193ms 0ms rustc 1.98.1
rust 1.rs 280ms 31ms 1.1MB 270ms 0ms rustc 1.98.1
ruby 1.rb 2450ms 53ms 22.8MB 2420ms 13ms ruby/yjit 3.2.3
ruby 1.rb 2468ms 49ms 22.8MB 2437ms 13ms ruby 3.2.3

Input: 100 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 0-unsafe.rs 28ms 0.2ms 1.2MB 20ms 0ms rustc 1.98.1
rust 1.rs 46ms 2.5ms 1.1MB 37ms 0ms rustc 1.98.1
ruby 1.rb 474ms 9.8ms 22.8MB 447ms 13ms ruby/yjit 3.2.3
ruby 1.rb 482ms 2.1ms 22.8MB 457ms 10ms ruby 3.2.3

mandelbrot

Input: 5000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 8.rs 410ms 2.4ms 4.6MB 393ms 3ms rustc 1.98.1

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 8.rs 21ms 1.5ms 1.1MB 13ms 0ms rustc 1.98.1

merkletrees

Input: 17

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 1.rs 1084ms 8.3ms 33.8MB 1060ms 10ms rustc 1.98.1
ruby 1.rb 27746ms 105ms 103.9MB 27650ms 80ms ruby 3.2.3
ruby 1.rb 27918ms 153ms 104.0MB 27813ms 87ms ruby/yjit 3.2.3

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 1.rs 212ms 3.5ms 9.8MB 197ms 0ms rustc 1.98.1
ruby 1.rb 6147ms 56ms 44.0MB 6087ms 47ms ruby/yjit 3.2.3
ruby 1.rb 6156ms 36ms 44.0MB 6097ms 43ms ruby 3.2.3

nbody

Input: 5000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 4-i.rs 221ms 1.1ms 1.1MB 210ms 0ms rustc 1.98.1
rust 7-i.rs 333ms 4.8ms 1.1MB 320ms 0ms rustc 1.98.1
rust 1.rs 361ms 3.0ms 1.1MB 350ms 0ms rustc 1.98.1
rust 2.rs 484ms 2.9ms 1.1MB 473ms 0ms rustc 1.98.1
ruby 2.rb 46837ms 1570ms 22.6MB 46803ms 13ms ruby 3.2.3
ruby 2.rb 47090ms 429ms 22.5MB 47053ms 13ms ruby/yjit 3.2.3

Input: 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 4-i.rs 24ms 0.3ms 1.1MB 17ms 0ms rustc 1.98.1
rust 7-i.rs 36ms 0.4ms 1.1MB 23ms 0ms rustc 1.98.1
rust 1.rs 39ms 0.7ms 1.1MB 30ms 0ms rustc 1.98.1
rust 2.rs 52ms 0.8ms 1.1MB 43ms 0ms rustc 1.98.1
ruby 2.rb 4685ms 47ms 22.6MB 4660ms 7ms ruby/yjit 3.2.3
ruby 2.rb 4697ms 102ms 22.5MB 4673ms 10ms ruby 3.2.3

nsieve

Input: 12

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 2.rs 656ms 18ms 6.6MB 640ms 0ms rustc 1.98.1
rust 1.rs 1035ms 16ms 40.8MB 1010ms 10ms rustc 1.98.1
ruby 1.rb 25887ms 459ms 493.1MB 25683ms 183ms ruby 3.2.3
ruby 1.rb 25973ms 509ms 493.0MB 25737ms 220ms ruby/yjit 3.2.3

Input: 10

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 2.rs 129ms 12ms 2.8MB 117ms 0ms rustc 1.98.1
rust 1.rs 212ms 36ms 11.7MB 193ms 0ms rustc 1.98.1
ruby 1.rb 6454ms 102ms 141.4MB 6377ms 63ms ruby 3.2.3
ruby 1.rb 6477ms 132ms 141.4MB 6400ms 63ms ruby/yjit 3.2.3

pidigits

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 2.rs 2314ms 44ms 2.8MB 2230ms 70ms rustc 1.98.1
rust 1.rs 10361ms 53ms 3.3MB 8747ms 1587ms rustc 1.98.1
ruby 1.rb 11411ms 21ms 122.0MB 11350ms 40ms ruby 3.2.3
ruby 1.rb 11438ms 47ms 123.6MB 11370ms 57ms ruby/yjit 3.2.3

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 2.rs 506ms 4.3ms 2.5MB 493ms 0ms rustc 1.98.1
rust 1.rs 1997ms 8.8ms 2.8MB 1823ms 157ms rustc 1.98.1
ruby 1.rb 2813ms 16ms 124.1MB 2747ms 47ms ruby 3.2.3
ruby 1.rb 2836ms 11ms 123.9MB 2773ms 43ms ruby/yjit 3.2.3

regex-redux

Input: 2500000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 7.rs 594ms 1.7ms 80.5MB 683ms 7ms rustc 1.98.1

Input: 250000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 7.rs 69ms 1.7ms 11.0MB 63ms 0ms rustc 1.98.1

secp256k1

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 0.rs 177ms 4.7ms 1.1MB 167ms 0ms rustc 1.98.1
rust 1.rs 2238ms 23ms 1.1MB 2223ms 0ms rustc 1.98.1

Input: 500

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 0.rs 46ms 1.1ms 1.1MB 37ms 0ms rustc 1.98.1
rust 1.rs 562ms 1.3ms 1.1MB 550ms 0ms rustc 1.98.1

spectral-norm

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 7-m.rs 3024ms 23ms 2.2MB 11890ms 10ms rustc 1.98.1
rust 7.rs 5535ms 8.5ms 1.1MB 5527ms 0ms rustc 1.98.1
rust 2-m.rs 5819ms 1.9ms 2.4MB 22997ms 13ms rustc 1.98.1
rust 2.rs 11036ms 18ms 2.1MB 11023ms 0ms rustc 1.98.1
ruby 4.rb timeout (300s) — — — — ruby 3.2.3
ruby 4.rb timeout (300s) — — — — ruby/yjit 3.2.3

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 7-m.rs 747ms 2.9ms 1.1MB 2903ms 7ms rustc 1.98.1
rust 7.rs 1386ms 2.3ms 1.1MB 1377ms 0ms rustc 1.98.1
rust 2-m.rs 1459ms 0.7ms 3.1MB 5733ms 3ms rustc 1.98.1
rust 2.rs 2762ms 2.0ms 1.1MB 2750ms 0ms rustc 1.98.1
ruby 4.rb 108151ms 898ms 24.1MB 108120ms 10ms ruby 3.2.3
ruby 4.rb timeout (120s) — — — — ruby/yjit 3.2.3

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
rust 7-m.rs 189ms 0.4ms 3.1MB 697ms 3ms rustc 1.98.1
rust 7.rs 351ms 1.2ms 1.1MB 340ms 0ms rustc 1.98.1
rust 2-m.rs 368ms 0.3ms 1.2MB 1410ms 3ms rustc 1.98.1
rust 2.rs 693ms 2.4ms 1.1MB 680ms 0ms rustc 1.98.1
ruby 4.rb 27651ms 1140ms 23.4MB 27623ms 10ms ruby/yjit 3.2.3
ruby 4.rb 28446ms 2206ms 23.3MB 28410ms 13ms ruby 3.2.3