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.

Chapel 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
chapel 4.chpl 2730ms 14ms 64.8MB 2707ms 7ms chpl 2.9.0
chapel 3.chpl 3169ms 6.1ms 66.7MB 3147ms 13ms chpl 2.9.0
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
chapel 4.chpl 254ms 3.1ms 36.7MB 237ms 7ms chpl 2.9.0
chapel 3.chpl 292ms 6.5ms 34.8MB 267ms 10ms chpl 2.9.0
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
chapel 1-m.chpl 3525ms 26ms 223.5MB 6913ms 87ms chpl 2.9.0
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
chapel 1-m.chpl 208ms 12ms 198.2MB 350ms 27ms chpl 2.9.0
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
chapel 1.chpl 102ms 3.9ms 36.7MB 87ms 7ms chpl 2.9.0

Input: 100000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 1.chpl 45ms 2.1ms 34.7MB 33ms 3ms chpl 2.9.0

fasta

Input: 2500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 5-m.chpl 183ms 21ms 30.7MB 330ms 0ms chpl 2.9.0
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
chapel 5.chpl 34ms 4.1ms 32.7MB 40ms 0ms chpl 2.9.0
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
chapel 1.chpl 9.9ms 0.4ms 32.6MB 0ms 0ms chpl 2.9.0
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

knucleotide

Input: 2500000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 3-m.chpl 1364ms 2.9ms 88.7MB 2573ms 23ms chpl 2.9.0

Input: 250000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 3-m.chpl 197ms 3.4ms 90.7MB 337ms 7ms chpl 2.9.0

nbody

Input: 5000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 2.chpl 574ms 2.9ms 32.6MB 560ms 0ms chpl 2.9.0
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
chapel 2.chpl 71ms 4.0ms 32.6MB 53ms 7ms chpl 2.9.0
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

pidigits

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 2.chpl 568ms 1.2ms 34.7MB 553ms 7ms chpl 2.9.0
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
chapel 2.chpl 148ms 3.7ms 34.7MB 133ms 3ms chpl 2.9.0
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
chapel 3.chpl 1885ms 8.8ms 183.6MB 1837ms 37ms chpl 2.9.0

Input: 250000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 3.chpl 206ms 3.4ms 47.1MB 190ms 7ms chpl 2.9.0

secp256k1

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 1.chpl 1641ms 12ms 30.7MB 1630ms 0ms chpl 2.9.0

Input: 500

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 1.chpl 423ms 3.4ms 32.7MB 413ms 0ms chpl 2.9.0

spectral-norm

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 1-m.chpl 5887ms 19ms 30.6MB 11737ms 7ms chpl 2.9.0
chapel 1.chpl 11110ms 28ms 30.7MB 11090ms 7ms chpl 2.9.0
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
chapel 1-m.chpl 1478ms 1.2ms 32.6MB 2927ms 0ms chpl 2.9.0
chapel 1.chpl 2794ms 6.7ms 30.7MB 2783ms 0ms chpl 2.9.0
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
chapel 1-m.chpl 380ms 1.0ms 30.6MB 727ms 3ms chpl 2.9.0
chapel 1.chpl 715ms 4.1ms 32.6MB 700ms 3ms chpl 2.9.0
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