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.

acton VS Python 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
acton 1-m.act 2140ms 43ms 38.5MB 3237ms 57ms acton 0.30.0
python 1.py 11298ms 16ms 42.2MB 11140ms 137ms cpython 3.12.3

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1.act 217ms 5.2ms 9.6MB 273ms 10ms acton 0.30.0
python 1.py 1013ms 82ms 14.0MB 993ms 3ms cpython 3.12.3

coro-prime-sieve

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1-m.act 13727ms 447ms 7.8MB 18197ms 12690ms acton 0.30.0
python 1.py 65184ms 117ms 29.0MB 65137ms 23ms cpython 3.12.3

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1-m.act 879ms 7.0ms 6.2MB 1110ms 823ms acton 0.30.0
python 1.py 1188ms 13ms 25.0MB 1167ms 7ms cpython 3.12.3

edigits

Input: 250001

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1.act 275ms 10ms 7.5MB 260ms 17ms acton 0.30.0
python 1.py 786ms 5.0ms 15.6MB 770ms 0ms cpython 3.12.3

Input: 100000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1.act 94ms 15ms 5.5MB 83ms 7ms acton 0.30.0
python 1.py 290ms 1.1ms 14.8MB 273ms 7ms cpython 3.12.3

fannkuch-redux

Input: 11

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1.act 65939ms 148ms 5.6MB 75737ms 15533ms acton 0.30.0

Input: 10

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1.act 4998ms 14ms 4.0MB 5640ms 1240ms acton 0.30.0

fasta

Input: 2500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 5-m.py 4266ms 218ms 18.4MB 7193ms 1040ms cpython 3.12.3
acton 1.act 5589ms 17ms 12.8MB 6087ms 410ms acton 0.30.0
python 1.py 6168ms 31ms 10.1MB 6150ms 7ms cpython 3.12.3

Input: 250000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1.act 578ms 1.5ms 15.6MB 610ms 33ms acton 0.30.0
python 1.py 648ms 13ms 10.1MB 633ms 3ms cpython 3.12.3
python 5-m.py 719ms 17ms 18.5MB 943ms 193ms cpython 3.12.3

helloworld

Input: QwQ

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1.act 4.5ms 1.1ms 3.8MB 0ms 0ms acton 0.30.0
python 1.py 24ms 2.6ms 10.2MB 16ms 0ms cpython 3.12.3

http-server

Input: 3000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1-m.act 496ms 19ms 6.8MB 940ms 253ms acton 0.30.0
python 1.py 2680ms 37ms 40.0MB 2783ms 1070ms cpython 3.12.3

Input: 500

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1-m.act 117ms 12ms 6.6MB 170ms 33ms acton 0.30.0
python 1.py 1650ms 27ms 34.6MB 1280ms 217ms cpython 3.12.3

json-serde

Input: sample 5000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1.act 141ms 3.0ms 49.9MB 187ms 10ms acton 0.30.0
python 1.py 386ms 2.2ms 42.1MB 353ms 17ms cpython 3.12.3

Input: canada 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1-m.act 907ms 66ms 339.4MB 1680ms 57ms acton 0.30.0
python 1.py 2449ms 9.2ms 224.6MB 2347ms 83ms cpython 3.12.3

knucleotide

Input: 2500000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 3-m.py 10152ms 192ms 39.2MB 38327ms 140ms cpython 3.12.3
acton 1-m.act 87144ms 724ms 194.2MB 135057ms 717ms acton 0.30.0

Input: 250000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 3-m.py 1341ms 2.3ms 19.9MB 4197ms 93ms cpython 3.12.3
acton 1-m.act 8692ms 20ms 74.4MB 13153ms 433ms acton 0.30.0

lru

Input: 1000 1000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 1596ms 22ms 13.1MB 1573ms 3ms cpython 3.12.3
acton 1.act 1615ms 85ms 13.3MB 2107ms 187ms acton 0.30.0
python 2.py 1925ms 15ms 10.1MB 1907ms 3ms cpython 3.12.3

Input: 1000 3000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 4622ms 61ms 13.2MB 4603ms 3ms cpython 3.12.3
acton 1.act 4706ms 236ms 6.1MB 6103ms 523ms acton 0.30.0
python 2.py 5717ms 152ms 10.2MB 5700ms 0ms cpython 3.12.3

Input: 100 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 773ms 12ms 13.1MB 760ms 0ms cpython 3.12.3
acton 1.act 828ms 11ms 11.9MB 893ms 213ms acton 0.30.0
python 2.py 941ms 8.5ms 10.1MB 927ms 0ms cpython 3.12.3

mandelbrot

Input: 5000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1.act 4758ms 11ms 13.7MB 5307ms 233ms acton 0.30.0

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1.act 211ms 5.6ms 12.3MB 213ms 20ms acton 0.30.0

merkletrees

Input: 17

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1.act 4999ms 46ms 83.6MB 6123ms 57ms acton 0.30.0
python 1.py 34848ms 576ms 107.3MB 34757ms 73ms cpython 3.12.3

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1.act 1097ms 13ms 31.2MB 1333ms 33ms acton 0.30.0
python 1.py 5815ms 33ms 34.4MB 5790ms 7ms cpython 3.12.3

nbody

Input: 5000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1.act 4728ms 31ms 6.0MB 5217ms 733ms acton 0.30.0
python 1.py 39068ms 95ms 10.2MB 39050ms 0ms cpython 3.12.3
python 2.py 41152ms 307ms 11.3MB 41133ms 0ms cpython 3.12.3

Input: 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1.act 478ms 5.0ms 12.1MB 517ms 73ms acton 0.30.0
python 1.py 3811ms 20ms 10.2MB 3797ms 0ms cpython 3.12.3
python 2.py 4147ms 89ms 10.2MB 4137ms 0ms cpython 3.12.3

nsieve

Input: 12

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 2.py 6899ms 14ms 635.1MB 6690ms 190ms cpython 3.12.3
acton 1.act 8124ms 92ms 725.4MB 10360ms 120ms acton 0.30.0
python 1.py 16789ms 193ms 322.8MB 16707ms 63ms cpython 3.12.3

Input: 10

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 2.py 1734ms 18ms 166.4MB 1677ms 43ms cpython 3.12.3
acton 1.act 1965ms 40ms 250.3MB 2377ms 47ms acton 0.30.0
python 1.py 3963ms 65ms 88.2MB 3933ms 10ms cpython 3.12.3

pidigits

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 4.py 3045ms 90ms 10.4MB 3027ms 3ms cpython 3.12.3
acton 1-m.act 5009ms 46ms 14.3MB 6123ms 1420ms acton 0.30.0

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 4.py 733ms 3.8ms 10.1MB 720ms 0ms cpython 3.12.3
acton 1.act 1277ms 11ms 7.7MB 1540ms 373ms acton 0.30.0

regex-redux

Input: 2500000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 6857ms 32ms 212.7MB 6743ms 103ms cpython 3.12.3
acton 1.act timeout (120s) — — — — acton 0.30.0

Input: 250000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 793ms 3.6ms 32.5MB 763ms 10ms cpython 3.12.3
acton 1-m.act 12513ms 174ms 101.1MB 20447ms 570ms acton 0.30.0

secp256k1

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 5558ms 72ms 10.2MB 5540ms 3ms cpython 3.12.3
acton 1.act 5761ms 42ms 4.0MB 6240ms 873ms acton 0.30.0

Input: 500

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 1450ms 63ms 10.2MB 1433ms 3ms cpython 3.12.3
acton 1.act 1453ms 25ms 4.0MB 1557ms 220ms acton 0.30.0

spectral-norm

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1-m.act 105769ms 1188ms 5.7MB 163880ms 10223ms acton 0.30.0
python 8.py timeout (300s) — — — — cpython 3.12.3

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1-m.act 26160ms 70ms 8.7MB 38903ms 3493ms acton 0.30.0
python 8.py timeout (120s) — — — — cpython 3.12.3

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
acton 1.act 6035ms 45ms 4.4MB 7950ms 1010ms acton 0.30.0
python 8-m.py 34942ms 580ms 20.5MB 135877ms 227ms cpython 3.12.3