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.

Crystal VS C++ 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
crystal 1.cr 2516ms 29ms 57.1MB 2487ms 10ms crystal 1.11.2

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 1.cr 223ms 20ms 9.5MB 207ms 0ms crystal 1.11.2

coro-prime-sieve

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 1.cr 2387ms 104ms 20.1MB 2310ms 60ms crystal 1.11.2

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 1.cr 94ms 1.2ms 7.3MB 73ms 10ms crystal 1.11.2

edigits

Input: 250001

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 1.cr 100ms 23ms 7.2MB 83ms 3ms crystal 1.11.2

Input: 100000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 1.cr 33ms 2.6ms 4.9MB 20ms 0ms crystal 1.11.2

fannkuch-redux

Input: 11

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
cpp 1-im.cpp 345ms 20ms 1.3MB 1217ms 0ms g++ 13.3.0
cpp 1-im.cpp 388ms 14ms 6.1MB 1353ms 7ms clang++ 18.1.3
crystal 1.cr 3642ms 13ms 2.5MB 3633ms 0ms crystal 1.11.2

Input: 10

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
cpp 1-im.cpp 35ms 2.1ms 1.3MB 103ms 0ms g++ 13.3.0
cpp 1-im.cpp 42ms 3.1ms 6.1MB 120ms 3ms clang++ 18.1.3
crystal 1.cr 295ms 1.0ms 2.5MB 280ms 0ms crystal 1.11.2

fasta

Input: 2500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 2.cr 622ms 5.2ms 2.9MB 493ms 110ms crystal 1.11.2
crystal 1.cr 864ms 8.7ms 14.1MB 743ms 100ms crystal 1.11.2

Input: 250000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 2.cr 78ms 5.8ms 2.9MB 57ms 10ms crystal 1.11.2
crystal 1.cr 94ms 2.3ms 4.0MB 70ms 7ms crystal 1.11.2

helloworld

Input: QwQ

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
cpp 1.cpp 1.1ms 0.2ms 1.5MB 0ms 0ms g++ 13.3.0
cpp 1.cpp 1.7ms 0.3ms 1.5MB 0ms 0ms clang++ 18.1.3
crystal 1.cr 2.8ms 0.5ms 2.5MB 0ms 0ms crystal 1.11.2

http-server

Input: 3000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 1.cr 4232ms 927ms 223.2MB 540ms 507ms crystal 1.11.2

Input: 500

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 1.cr 1222ms 100ms 62.3MB 63ms 77ms crystal 1.11.2

lru

Input: 1000 1000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 0-unsafe.cr 55ms 2.8ms 2.9MB 40ms 0ms crystal 1.11.2
crystal 1.cr 88ms 0.3ms 2.4MB 80ms 0ms crystal 1.11.2

Input: 1000 3000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 0-unsafe.cr 155ms 2.1ms 2.5MB 147ms 0ms crystal 1.11.2
crystal 1.cr 260ms 6.8ms 2.5MB 250ms 0ms crystal 1.11.2

Input: 100 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 0-unsafe.cr 32ms 3.0ms 2.5MB 23ms 0ms crystal 1.11.2
crystal 1.cr 47ms 2.2ms 2.5MB 37ms 0ms crystal 1.11.2

mandelbrot

Input: 5000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 1.cr 507ms 1.0ms 9.4MB 493ms 0ms crystal 1.11.2

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 1.cr 27ms 0.6ms 6.1MB 20ms 0ms crystal 1.11.2

merkletrees

Input: 17

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 1.cr 1329ms 15ms 65.7MB 1307ms 10ms crystal 1.11.2

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 1.cr 270ms 3.0ms 23.9MB 253ms 0ms crystal 1.11.2

nbody

Input: 5000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
cpp 0-i.cpp 219ms 0.7ms 1.0MB 210ms 0ms g++ 13.3.0
cpp 0-i.cpp 225ms 20ms 1.6MB 217ms 0ms clang++ 18.1.3
cpp 1.cpp 387ms 4.1ms 1.6MB 377ms 0ms clang++ 18.1.3
crystal 2.cr 632ms 1.1ms 3.0MB 620ms 0ms crystal 1.11.2
crystal 1.cr 636ms 6.6ms 3.0MB 623ms 0ms crystal 1.11.2
cpp 1.cpp 734ms 2.2ms 1.1MB 723ms 0ms g++ 13.3.0

Input: 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
cpp 0-i.cpp 24ms 1.0ms 1.6MB 13ms 0ms clang++ 18.1.3
cpp 0-i.cpp 24ms 0.2ms 1.1MB 10ms 0ms g++ 13.3.0
cpp 1.cpp 42ms 0.7ms 1.5MB 30ms 0ms clang++ 18.1.3
crystal 2.cr 68ms 0.7ms 3.0MB 57ms 0ms crystal 1.11.2
crystal 1.cr 68ms 2.8ms 3.0MB 60ms 0ms crystal 1.11.2
cpp 1.cpp 77ms 0.2ms 1.1MB 70ms 0ms g++ 13.3.0

nsieve

Input: 12

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 2.cr 597ms 9.0ms 11.8MB 580ms 0ms crystal 1.11.2
cpp 1.cpp 796ms 7.4ms 7.5MB 780ms 0ms clang++ 18.1.3
cpp 1.cpp 847ms 19ms 7.1MB 833ms 0ms g++ 13.3.0
crystal 1.cr 1077ms 11ms 42.4MB 1060ms 0ms crystal 1.11.2

Input: 10

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 2.cr 116ms 1.9ms 5.3MB 100ms 0ms crystal 1.11.2
cpp 1.cpp 160ms 1.7ms 4.1MB 150ms 0ms clang++ 18.1.3
cpp 1.cpp 171ms 8.0ms 3.6MB 160ms 0ms g++ 13.3.0
crystal 1.cr 210ms 7.1ms 21.0MB 197ms 0ms crystal 1.11.2

pidigits

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 1.cr 3508ms 129ms 5.6MB 3480ms 10ms crystal 1.11.2

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
crystal 1.cr 831ms 12ms 4.3MB 807ms 3ms crystal 1.11.2

spectral-norm

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
cpp 6-im.cpp 2915ms 1.5ms 5.5MB 11537ms 7ms clang++ 18.1.3
cpp 6-im.cpp 2917ms 0.5ms 2.4MB 11547ms 3ms g++ 13.3.0
cpp 8-m.cpp 2934ms 0.7ms 3.3MB 11603ms 3ms clang++ 18.1.3
cpp 8-m.cpp 2973ms 15ms 2.4MB 11770ms 3ms g++ 13.3.0
crystal 1.cr 11056ms 4.8ms 3.9MB 11043ms 0ms crystal 1.11.2

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
cpp 6-im.cpp 734ms 0.8ms 1.4MB 2880ms 0ms g++ 13.3.0
cpp 8-m.cpp 741ms 3.9ms 3.3MB 2880ms 3ms clang++ 18.1.3
cpp 8-m.cpp 748ms 5.3ms 1.4MB 2943ms 0ms g++ 13.3.0
cpp 6-im.cpp 748ms 21ms 3.4MB 2880ms 7ms clang++ 18.1.3
crystal 1.cr 2769ms 0.6ms 3.9MB 2757ms 0ms crystal 1.11.2

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
cpp 6-im.cpp 189ms 0.5ms 1.4MB 713ms 0ms g++ 13.3.0
cpp 8-m.cpp 192ms 2.2ms 1.4MB 723ms 0ms g++ 13.3.0
cpp 8-m.cpp 197ms 5.8ms 3.4MB 717ms 0ms clang++ 18.1.3
cpp 6-im.cpp 198ms 15ms 5.4MB 723ms 3ms clang++ 18.1.3
crystal 1.cr 699ms 4.1ms 3.5MB 687ms 0ms crystal 1.11.2