Current benchmark data was generated on Tue Jul 01 2025, full log can be found HERE
CONTRIBUTIONS are WELCOME!
* -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.)
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 1.py | 1158ms | 1.0ms | 96.1MB | 1093ms | 53ms | pypy 3.10.16 |
ruby | 1-m.rb | 4407ms | 191ms | 804.1MB | 6390ms | 450ms | truffleruby 24.2.1 |
ruby | 1.rb | 4955ms | 35ms | 109.4MB | 4853ms | 87ms | ruby/yjit 3.4.4 |
python | 1.py | timeout | 0.0ms | 41.0MB | 4963ms | 17ms | cpython 3.13.5 |
python | 1.py | timeout | 0.0ms | 40.5MB | 4753ms | 233ms | pyston 3.8.12 |
ruby | 1.rb | timeout | 0.0ms | 70.5MB | 4940ms | 40ms | ruby 3.4.4 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 1.py | 93ms | 0.2ms | 68.8MB | 67ms | 17ms | pypy 3.10.16 |
python | 1.py | 477ms | 1.2ms | 11.9MB | 453ms | 13ms | pyston 3.8.12 |
ruby | 1.rb | 505ms | 6.5ms | 20.3MB | 480ms | 10ms | ruby/yjit 3.4.4 |
ruby | 1-m.rb | 570ms | 55ms | 424.9MB | 1133ms | 167ms | truffleruby 24.2.1 |
python | 1.py | 718ms | 3.5ms | 13.0MB | 707ms | 0ms | cpython 3.13.5 |
ruby | 1.rb | 967ms | 21ms | 19.5MB | 943ms | 10ms | ruby 3.4.4 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 1.py | 1210ms | 16ms | 106.4MB | 1167ms | 30ms | pypy 3.10.16 |
ruby | 1.rb | 1446ms | 22ms | 63.8MB | 1363ms | 67ms | ruby/yjit 3.4.4 |
ruby | 1.rb | 1861ms | 20ms | 63.0MB | 1787ms | 63ms | ruby 3.4.4 |
python | 1.py | 2689ms | 24ms | 25.4MB | 2667ms | 10ms | cpython 3.13.5 |
python | 1.py | timeout | 0.0ms | 17.4MB | 4980ms | 7ms | pyston 3.8.12 |
ruby | 1.rb | timeout | 0.0ms | 327.3MB | 4810ms | 1417ms | truffleruby 24.2.1 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
ruby | 1.rb | 155ms | 1.3ms | 25.6MB | 127ms | 17ms | ruby/yjit 3.4.4 |
ruby | 1.rb | 184ms | 1.1ms | 25.0MB | 157ms | 17ms | ruby 3.4.4 |
python | 1.py | 220ms | 5.3ms | 84.7MB | 183ms | 27ms | pypy 3.10.16 |
python | 1.py | 237ms | 8.3ms | 20.6MB | 217ms | 3ms | cpython 3.13.5 |
python | 1.py | 648ms | 13ms | 16.8MB | 633ms | 0ms | pyston 3.8.12 |
ruby | 1.rb | timeout | 0.0ms | 351.7MB | 4637ms | 1527ms | truffleruby 24.2.1 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 1.py | 1857ms | 11ms | 88.9MB | 1810ms | 30ms | pypy 3.10.16 |
ruby | 6.rb | 2079ms | 63ms | 23.0MB | 2053ms | 10ms | ruby/yjit 3.4.4 |
ruby | 6-m.rb | 2218ms | 75ms | 408.9MB | 5653ms | 337ms | truffleruby 24.2.1 |
python | 5-m.py | 2292ms | 35ms | 65.6MB | 3537ms | 850ms | pypy 3.10.16 |
python | 5-m.py | 2462ms | 20ms | 12.5MB | 3543ms | 983ms | pyston 3.8.12 |
python | 1.py | 3024ms | 23ms | 8.1MB | 3007ms | 0ms | pyston 3.8.12 |
python | 5-m.py | 3410ms | 32ms | 13.8MB | 4480ms | 947ms | cpython 3.13.5 |
ruby | 6.rb | 3700ms | 18ms | 22.4MB | 3673ms | 10ms | ruby 3.4.4 |
python | 1.py | 4667ms | 43ms | 9.0MB | 4653ms | 0ms | cpython 3.13.5 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 1.py | 250ms | 0.9ms | 63.4MB | 220ms | 10ms | pypy 3.10.16 |
ruby | 6.rb | 257ms | 1.5ms | 15.2MB | 240ms | 3ms | ruby/yjit 3.4.4 |
python | 5-m.py | 315ms | 11ms | 12.5MB | 390ms | 157ms | pyston 3.8.12 |
python | 1.py | 315ms | 4.7ms | 8.1MB | 303ms | 0ms | pyston 3.8.12 |
python | 5-m.py | 407ms | 7.3ms | 13.8MB | 483ms | 143ms | cpython 3.13.5 |
ruby | 6.rb | 420ms | 1.2ms | 14.4MB | 403ms | 7ms | ruby 3.4.4 |
python | 5-m.py | 446ms | 3.8ms | 65.6MB | 753ms | 297ms | pypy 3.10.16 |
python | 1.py | 484ms | 2.4ms | 9.0MB | 470ms | 0ms | cpython 3.13.5 |
ruby | 6-m.rb | 848ms | 18ms | 388.9MB | 2133ms | 180ms | truffleruby 24.2.1 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 1.py | 12ms | 0.7ms | 7.6MB | 10ms | 0ms | pyston 3.8.12 |
python | 1.py | 15ms | 1.2ms | 8.8MB | 10ms | 0ms | cpython 3.13.5 |
python | 1.py | 30ms | 0.9ms | 51.7MB | 6ms | 12ms | pypy 3.10.16 |
ruby | 1.rb | 35ms | 1.1ms | 141.3MB | 16ms | 24ms | truffleruby 24.2.1 |
ruby | 1.rb | 52ms | 0.9ms | 12.8MB | 40ms | 0ms | ruby 3.4.4 |
ruby | 1.rb | 52ms | 1.2ms | 12.9MB | 40ms | 2ms | ruby/yjit 3.4.4 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 1.py | 200ms | 1.3ms | 38.1MB | 163ms | 23ms | pyston 3.8.12 |
python | 1.py | 222ms | 2.1ms | 38.6MB | 193ms | 17ms | cpython 3.13.5 |
ruby | 1.rb | 259ms | 6.8ms | 28.8MB | 233ms | 10ms | ruby 3.4.4 |
ruby | 1.rb | 260ms | 1.6ms | 30.1MB | 230ms | 17ms | ruby/yjit 3.4.4 |
python | 1.py | 302ms | 3.5ms | 88.8MB | 263ms | 27ms | pypy 3.10.16 |
ruby | 1-m.rb | 4473ms | 273ms | 553.2MB | 11820ms | 333ms | truffleruby 24.2.1 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 1.py | 1850ms | 9.9ms | 220.5MB | 1673ms | 163ms | pyston 3.8.12 |
python | 1.py | 1927ms | 3.4ms | 222.0MB | 1820ms | 93ms | cpython 3.13.5 |
python | 1.py | 1928ms | 14ms | 222.7MB | 1847ms | 67ms | pypy 3.10.16 |
ruby | 1.rb | 2100ms | 16ms | 135.4MB | 2017ms | 73ms | ruby 3.4.4 |
ruby | 1.rb | 2102ms | 15ms | 135.2MB | 2013ms | 73ms | ruby/yjit 3.4.4 |
ruby | 1.rb | timeout | 0.0ms | 507.3MB | 13217ms | 343ms | truffleruby 24.2.1 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 2.py | 147ms | 1.1ms | 58.3MB | 120ms | 10ms | pypy 3.10.16 |
python | 1.py | 178ms | 1.7ms | 59.4MB | 153ms | 10ms | pypy 3.10.16 |
ruby | 1.rb | 342ms | 2.8ms | 13.5MB | 323ms | 0ms | ruby/yjit 3.4.4 |
ruby | 1.rb | 526ms | 4.3ms | 12.9MB | 507ms | 3ms | ruby 3.4.4 |
ruby | 1-m.rb | 707ms | 30ms | 372.7MB | 1240ms | 147ms | truffleruby 24.2.1 |
python | 1.py | 730ms | 8.0ms | 8.9MB | 720ms | 0ms | pyston 3.8.12 |
python | 2.py | 850ms | 11ms | 8.5MB | 840ms | 0ms | pyston 3.8.12 |
python | 1.py | 1141ms | 7.1ms | 9.5MB | 1133ms | 0ms | cpython 3.13.5 |
python | 2.py | 1304ms | 8.0ms | 9.3MB | 1290ms | 0ms | cpython 3.13.5 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 2.py | 339ms | 1.2ms | 60.5MB | 317ms | 10ms | pypy 3.10.16 |
python | 1.py | 380ms | 4.2ms | 60.3MB | 357ms | 10ms | pypy 3.10.16 |
ruby | 1.rb | 913ms | 4.6ms | 13.5MB | 897ms | 0ms | ruby/yjit 3.4.4 |
ruby | 1-m.rb | 1253ms | 6.5ms | 411.5MB | 1750ms | 167ms | truffleruby 24.2.1 |
ruby | 1.rb | 1478ms | 32ms | 12.9MB | 1457ms | 7ms | ruby 3.4.4 |
python | 1.py | 2148ms | 10ms | 8.9MB | 2137ms | 0ms | pyston 3.8.12 |
python | 2.py | 2496ms | 44ms | 8.5MB | 2483ms | 0ms | pyston 3.8.12 |
python | 1.py | 3362ms | 46ms | 9.5MB | 3350ms | 0ms | cpython 3.13.5 |
python | 2.py | 3908ms | 18ms | 9.3MB | 3897ms | 0ms | cpython 3.13.5 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 2.py | 107ms | 3.6ms | 58.2MB | 80ms | 10ms | pypy 3.10.16 |
python | 1.py | 122ms | 3.9ms | 58.8MB | 97ms | 10ms | pypy 3.10.16 |
ruby | 1.rb | 198ms | 2.3ms | 13.5MB | 180ms | 10ms | ruby/yjit 3.4.4 |
ruby | 1.rb | 289ms | 3.7ms | 12.8MB | 270ms | 7ms | ruby 3.4.4 |
python | 1.py | 355ms | 5.9ms | 8.5MB | 343ms | 0ms | pyston 3.8.12 |
python | 2.py | 385ms | 2.9ms | 8.1MB | 373ms | 0ms | pyston 3.8.12 |
ruby | 1-m.rb | 530ms | 42ms | 354.3MB | 1040ms | 137ms | truffleruby 24.2.1 |
python | 1.py | 537ms | 11ms | 9.3MB | 527ms | 0ms | cpython 3.13.5 |
python | 2.py | 628ms | 9.6ms | 8.9MB | 617ms | 0ms | cpython 3.13.5 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 1.py | 2196ms | 9.7ms | 202.5MB | 2077ms | 100ms | pypy 3.10.16 |
ruby | 1-m.rb | 4269ms | 456ms | 556.4MB | 10877ms | 377ms | truffleruby 24.2.1 |
python | 1.py | timeout | 0.0ms | 94.1MB | 4960ms | 27ms | cpython 3.13.5 |
python | 1.py | timeout | 0.0ms | 130.3MB | 4930ms | 57ms | pyston 3.8.12 |
ruby | 1.rb | timeout | 0.0ms | 93.5MB | 4947ms | 40ms | ruby 3.4.4 |
ruby | 1.rb | timeout | 0.0ms | 97.2MB | 4933ms | 50ms | ruby/yjit 3.4.4 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 1.py | 385ms | 4.5ms | 104.7MB | 323ms | 50ms | pypy 3.10.16 |
ruby | 1-m.rb | 1985ms | 41ms | 547.4MB | 5130ms | 257ms | truffleruby 24.2.1 |
ruby | 1.rb | 3266ms | 10ms | 38.3MB | 3233ms | 20ms | ruby/yjit 3.4.4 |
python | 1.py | 3347ms | 32ms | 37.4MB | 3317ms | 13ms | cpython 3.13.5 |
ruby | 1.rb | 4383ms | 23ms | 37.6MB | 4340ms | 27ms | ruby 3.4.4 |
python | 1.py | timeout | 0.0ms | 48.9MB | 4953ms | 37ms | pyston 3.8.12 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
ruby | 2.rb | 835ms | 11ms | 315.3MB | 1080ms | 117ms | truffleruby 24.2.1 |
python | 2.py | 1358ms | 8.1ms | 58.1MB | 1333ms | 10ms | pypy 3.10.16 |
python | 1.py | 2644ms | 7.4ms | 57.0MB | 2620ms | 10ms | pypy 3.10.16 |
python | 1.py | timeout | 0.0ms | 8.9MB | 4990ms | 0ms | cpython 3.13.5 |
python | 2.py | timeout | 0.0ms | 9.0MB | 4990ms | 0ms | cpython 3.13.5 |
python | 1.py | timeout | 0.0ms | 8.3MB | 4990ms | 0ms | pyston 3.8.12 |
python | 2.py | timeout | 0.0ms | 8.1MB | 4990ms | 0ms | pyston 3.8.12 |
ruby | 2.rb | timeout | 0.0ms | 12.8MB | 4983ms | 3ms | ruby 3.4.4 |
ruby | 2.rb | timeout | 0.0ms | 13.5MB | 4980ms | 7ms | ruby/yjit 3.4.4 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 2.py | 182ms | 1.2ms | 57.9MB | 160ms | 10ms | pypy 3.10.16 |
python | 1.py | 304ms | 1.2ms | 57.1MB | 280ms | 10ms | pypy 3.10.16 |
ruby | 2-m.rb | 323ms | 13ms | 309.9MB | 563ms | 123ms | truffleruby 24.2.1 |
python | 1.py | 921ms | 6.9ms | 8.4MB | 910ms | 0ms | pyston 3.8.12 |
ruby | 2.rb | 1026ms | 2.7ms | 13.5MB | 1007ms | 7ms | ruby/yjit 3.4.4 |
python | 2.py | 1314ms | 5.3ms | 8.3MB | 1300ms | 0ms | pyston 3.8.12 |
ruby | 2.rb | 2901ms | 120ms | 12.8MB | 2887ms | 0ms | ruby 3.4.4 |
python | 2.py | 2943ms | 21ms | 9.0MB | 2930ms | 0ms | cpython 3.13.5 |
python | 1.py | 3003ms | 91ms | 9.0MB | 2990ms | 0ms | cpython 3.13.5 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 1.py | 2563ms | 130ms | 369.7MB | 2490ms | 57ms | pypy 3.10.16 |
python | 2.py | 2996ms | 31ms | 632.9MB | 2817ms | 167ms | pyston 3.8.12 |
python | 1.py | 4717ms | 60ms | 320.4MB | 4660ms | 40ms | pyston 3.8.12 |
python | 1.py | timeout | 0.0ms | 321.4MB | 4967ms | 23ms | cpython 3.13.5 |
python | 2.py | timeout | 0.0ms | 633.8MB | 4823ms | 157ms | cpython 3.13.5 |
python | 2.py | timeout | 0.0ms | 959.9MB | 4717ms | 263ms | pypy 3.10.16 |
ruby | 1.rb | timeout | 0.0ms | 325.3MB | 4850ms | 137ms | ruby 3.4.4 |
ruby | 1.rb | timeout | 0.0ms | 327.0MB | 4857ms | 130ms | ruby/yjit 3.4.4 |
ruby | 1.rb | timeout | 0.0ms | 731.6MB | 5057ms | 170ms | truffleruby 24.2.1 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 1.py | 547ms | 6.2ms | 135.3MB | 507ms | 23ms | pypy 3.10.16 |
python | 2.py | 723ms | 2.9ms | 164.2MB | 683ms | 27ms | pyston 3.8.12 |
python | 1.py | 1065ms | 10ms | 86.0MB | 1040ms | 10ms | pyston 3.8.12 |
python | 2.py | 1383ms | 0.6ms | 165.1MB | 1343ms | 27ms | cpython 3.13.5 |
python | 2.py | 1508ms | 4.4ms | 290.3MB | 1420ms | 73ms | pypy 3.10.16 |
ruby | 1-m.rb | 1708ms | 13ms | 494.0MB | 2480ms | 177ms | truffleruby 24.2.1 |
python | 1.py | 2870ms | 13ms | 87.0MB | 2847ms | 10ms | cpython 3.13.5 |
ruby | 1.rb | 3451ms | 53ms | 131.8MB | 3363ms | 73ms | ruby/yjit 3.4.4 |
ruby | 1.rb | 4587ms | 13ms | 131.1MB | 4493ms | 77ms | ruby 3.4.4 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 4.py | 1929ms | 6.9ms | 8.9MB | 1887ms | 30ms | pyston 3.8.12 |
python | 4.py | 1980ms | 20ms | 9.5MB | 1927ms | 43ms | cpython 3.13.5 |
python | 4.py | 2185ms | 3.8ms | 89.6MB | 2150ms | 20ms | pypy 3.10.16 |
ruby | 1.rb | timeout | 0.0ms | 46.4MB | 4923ms | 63ms | ruby 3.4.4 |
ruby | 1.rb | timeout | 0.0ms | 130.8MB | 4903ms | 83ms | ruby/yjit 3.4.4 |
ruby | 1.rb | timeout | 0.0ms | 451.3MB | 13403ms | 393ms | truffleruby 24.2.1 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 4.py | 462ms | 1.2ms | 8.6MB | 450ms | 0ms | pyston 3.8.12 |
python | 4.py | 480ms | 6.7ms | 9.4MB | 470ms | 0ms | cpython 3.13.5 |
python | 4.py | 553ms | 3.7ms | 83.9MB | 513ms | 23ms | pypy 3.10.16 |
ruby | 1-m.rb | 1666ms | 261ms | 414.4MB | 4383ms | 213ms | truffleruby 24.2.1 |
ruby | 1.rb | 1783ms | 63ms | 130.9MB | 1673ms | 97ms | ruby/yjit 3.4.4 |
ruby | 1.rb | 1814ms | 58ms | 130.3MB | 1703ms | 93ms | ruby 3.4.4 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 8.py | timeout | 0.0ms | 14.8MB | 33ms | 10ms | cpython 3.13.5 |
python | 8.py | timeout | 0.0ms | 95.9MB | 787ms | 80ms | pypy 3.10.16 |
python | 8.py | timeout | 0.0ms | 14.4MB | 33ms | 10ms | pyston 3.8.12 |
ruby | 4.rb | timeout | 0.0ms | 12.9MB | 4980ms | 0ms | ruby 3.4.4 |
ruby | 4.rb | timeout | 0.0ms | 13.5MB | 4983ms | 3ms | ruby/yjit 3.4.4 |
ruby | 4.rb | timeout | 0.0ms | 449.5MB | 5163ms | 247ms | truffleruby 24.2.1 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
ruby | 4.rb | 4909ms | 38ms | 442.4MB | 5200ms | 217ms | truffleruby 24.2.1 |
python | 8.py | timeout | 0.0ms | 14.5MB | 47ms | 13ms | cpython 3.13.5 |
python | 8.py | timeout | 0.0ms | 95.6MB | 1280ms | 180ms | pypy 3.10.16 |
python | 8.py | timeout | 0.0ms | 13.6MB | 60ms | 13ms | pyston 3.8.12 |
ruby | 4.rb | timeout | 0.0ms | 12.9MB | 4980ms | 0ms | ruby 3.4.4 |
ruby | 4.rb | timeout | 0.0ms | 13.5MB | 4983ms | 3ms | ruby/yjit 3.4.4 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
ruby | 4.rb | 1458ms | 5.9ms | 388.7MB | 1803ms | 150ms | truffleruby 24.2.1 |
python | 8-m.py | 1948ms | 18ms | 92.9MB | 6303ms | 253ms | pypy 3.10.16 |
python | 8.py | timeout | 0.0ms | 14.3MB | 80ms | 20ms | cpython 3.13.5 |
python | 8.py | timeout | 0.0ms | 13.1MB | 150ms | 30ms | pyston 3.8.12 |
ruby | 4.rb | timeout | 0.0ms | 12.9MB | 4980ms | 0ms | ruby 3.4.4 |
ruby | 4.rb | timeout | 0.0ms | 13.6MB | 4983ms | 0ms | ruby/yjit 3.4.4 |