Current benchmark data was generated on Sat Jan 28 2023, 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 |
---|---|---|---|---|---|---|---|
julia | 4.jl | 1087ms | 3.4ms | 239.5MB | 1010ms | 153ms | julia 1.8.5 |
python | 1.py | 3016ms | 52ms | 271.6MB | 2870ms | 130ms | pypy 3.9.16 |
python | 1.py | timeout | 0.0ms | 40.9MB | 4977ms | 7ms | cpython 3.11.1 |
python | 1.py | timeout | 0.0ms | 40.2MB | 4900ms | 80ms | pyston 3.8.12 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 1.py | 113ms | 3.4ms | 80.6MB | 87ms | 10ms | pypy 3.9.16 |
julia | 4.jl | 307ms | 3.7ms | 225.8MB | 247ms | 140ms | julia 1.8.5 |
python | 1.py | 613ms | 1.2ms | 12.0MB | 583ms | 10ms | pyston 3.8.12 |
python | 1.py | 972ms | 3.3ms | 12.5MB | 957ms | 3ms | cpython 3.11.1 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
julia | 7-m.jl | 624ms | 7.1ms | 298.7MB | 857ms | 147ms | julia 1.8.5 |
python | 1.py | 3281ms | 110ms | 88.1MB | 3240ms | 23ms | pypy 3.9.16 |
python | 5-m.py | 4072ms | 15ms | 13.5MB | 5707ms | 977ms | cpython 3.11.1 |
python | 1.py | 4085ms | 11ms | 8.0MB | 4063ms | 7ms | pyston 3.8.12 |
python | 5-m.py | 4087ms | 56ms | 12.5MB | 6220ms | 1000ms | pyston 3.8.12 |
python | 5-m.py | 4461ms | 125ms | 82.8MB | 5007ms | 1030ms | pypy 3.9.16 |
python | 1.py | timeout | 0.0ms | 8.5MB | 4990ms | 0ms | cpython 3.11.1 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 1.py | 430ms | 8.6ms | 7.9MB | 413ms | 0ms | pyston 3.8.12 |
python | 1.py | 444ms | 84ms | 79.3MB | 410ms | 20ms | pypy 3.9.16 |
julia | 7.jl | 452ms | 0.1ms | 222.8MB | 543ms | 113ms | julia 1.8.5 |
python | 5-m.py | 468ms | 23ms | 12.7MB | 667ms | 150ms | pyston 3.8.12 |
python | 5-m.py | 472ms | 3.0ms | 13.5MB | 617ms | 113ms | cpython 3.11.1 |
python | 1.py | 603ms | 4.7ms | 8.6MB | 590ms | 0ms | cpython 3.11.1 |
python | 5-m.py | 838ms | 30ms | 82.5MB | 903ms | 487ms | pypy 3.9.16 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 1.py | 13ms | 0.4ms | 7.3MB | 10ms | 0ms | pyston 3.8.12 |
python | 1.py | 14ms | 1.4ms | 8.4MB | 10ms | 0ms | cpython 3.11.1 |
python | 1.py | 38ms | 3.1ms | 51.6MB | 14ms | 10ms | pypy 3.9.16 |
julia | 1.jl | 181ms | 7.2ms | 167.3MB | 124ms | 62ms | julia/aot 1.8.5 |
julia | 1.jl | 192ms | 1.3ms | 171.1MB | 118ms | 90ms | julia 1.8.5 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
julia | 8.jl | 1110ms | 2.3ms | 271.6MB | 1483ms | 130ms | julia 1.8.5 |
python | 3-m.py | 4291ms | 242ms | 202.2MB | 7437ms | 357ms | pypy 3.9.16 |
python | 3.py | timeout | 0.0ms | 35.0MB | 87ms | 17ms | cpython 3.11.1 |
python | 3.py | timeout | 0.0ms | 34.3MB | 73ms | 17ms | pyston 3.8.12 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 3-m.py | 618ms | 72ms | 94.3MB | 927ms | 110ms | pypy 3.9.16 |
python | 3-m.py | 737ms | 14ms | 17.6MB | 1307ms | 20ms | pyston 3.8.12 |
julia | 8.jl | 762ms | 3.6ms | 263.1MB | 840ms | 143ms | julia 1.8.5 |
python | 3-m.py | 843ms | 37ms | 16.9MB | 1520ms | 27ms | cpython 3.11.1 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 2.py | 212ms | 19ms | 77.3MB | 177ms | 13ms | pypy 3.9.16 |
python | 1.py | 248ms | 4.0ms | 78.2MB | 207ms | 23ms | pypy 3.9.16 |
python | 1.py | 976ms | 2.0ms | 9.0MB | 960ms | 0ms | pyston 3.8.12 |
python | 2.py | 1156ms | 1.7ms | 8.7MB | 1140ms | 0ms | pyston 3.8.12 |
python | 1.py | 1300ms | 7.9ms | 9.3MB | 1287ms | 0ms | cpython 3.11.1 |
python | 2.py | 1494ms | 5.2ms | 9.1MB | 1477ms | 0ms | cpython 3.11.1 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 2.py | 475ms | 2.8ms | 77.2MB | 443ms | 10ms | pypy 3.9.16 |
python | 1.py | 512ms | 11ms | 78.8MB | 480ms | 17ms | pypy 3.9.16 |
python | 1.py | 2900ms | 12ms | 9.0MB | 2880ms | 3ms | pyston 3.8.12 |
python | 2.py | 3456ms | 28ms | 8.8MB | 3440ms | 0ms | pyston 3.8.12 |
python | 1.py | 3892ms | 45ms | 9.5MB | 3877ms | 0ms | cpython 3.11.1 |
python | 2.py | 4470ms | 72ms | 9.1MB | 4453ms | 0ms | cpython 3.11.1 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
python | 2.py | 141ms | 3.5ms | 77.2MB | 110ms | 17ms | pypy 3.9.16 |
python | 1.py | 171ms | 15ms | 78.2MB | 140ms | 13ms | pypy 3.9.16 |
python | 1.py | 476ms | 3.0ms | 8.7MB | 460ms | 0ms | pyston 3.8.12 |
python | 2.py | 539ms | 3.6ms | 8.2MB | 523ms | 0ms | pyston 3.8.12 |
python | 1.py | 619ms | 4.0ms | 8.9MB | 607ms | 0ms | cpython 3.11.1 |
python | 2.py | 745ms | 5.0ms | 8.4MB | 733ms | 0ms | cpython 3.11.1 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
julia | 7.jl | 548ms | 2.6ms | 168.3MB | 510ms | 110ms | julia/aot 1.8.5 |
julia | 7.jl | 704ms | 4.6ms | 223.7MB | 650ms | 127ms | julia 1.8.5 |
python | 2.py | 2692ms | 149ms | 77.4MB | 2660ms | 13ms | pypy 3.9.16 |
python | 1.py | 3533ms | 41ms | 76.5MB | 3500ms | 17ms | pypy 3.9.16 |
python | 1.py | timeout | 0.0ms | 8.4MB | 4983ms | 0ms | cpython 3.11.1 |
python | 2.py | timeout | 0.0ms | 8.6MB | 4990ms | 0ms | cpython 3.11.1 |
python | 1.py | timeout | 0.0ms | 8.4MB | 4977ms | 3ms | pyston 3.8.12 |
python | 2.py | timeout | 0.0ms | 8.0MB | 4990ms | 0ms | pyston 3.8.12 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
julia | 7.jl | 244ms | 1.8ms | 168.0MB | 217ms | 97ms | julia/aot 1.8.5 |
python | 2.py | 305ms | 26ms | 77.0MB | 277ms | 10ms | pypy 3.9.16 |
julia | 7.jl | 390ms | 5.7ms | 228.4MB | 370ms | 100ms | julia 1.8.5 |
python | 1.py | 400ms | 3.4ms | 76.4MB | 373ms | 10ms | pypy 3.9.16 |
python | 1.py | 1193ms | 1.0ms | 8.3MB | 1180ms | 0ms | pyston 3.8.12 |
python | 2.py | 1636ms | 28ms | 7.9MB | 1623ms | 0ms | pyston 3.8.12 |
python | 2.py | 3404ms | 24ms | 8.6MB | 3393ms | 0ms | cpython 3.11.1 |
python | 1.py | 3437ms | 149ms | 8.4MB | 3423ms | 0ms | cpython 3.11.1 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
julia | 1.jl | 423ms | 2.7ms | 156.6MB | 393ms | 103ms | julia/aot 1.8.5 |
julia | 1.jl | 536ms | 6.8ms | 202.9MB | 493ms | 113ms | julia 1.8.5 |
python | 1.py | 4480ms | 211ms | 389.1MB | 4330ms | 133ms | pypy 3.9.16 |
python | 1.py | timeout | 0.0ms | 321.1MB | 4937ms | 50ms | cpython 3.11.1 |
python | 2.py | timeout | 0.0ms | 633.6MB | 4690ms | 293ms | cpython 3.11.1 |
python | 2.py | timeout | 0.0ms | 1013.7MB | 4620ms | 360ms | pypy 3.9.16 |
python | 1.py | timeout | 0.0ms | 320.5MB | 4897ms | 87ms | pyston 3.8.12 |
python | 2.py | timeout | 0.0ms | 633.2MB | 4577ms | 403ms | pyston 3.8.12 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
julia | 1.jl | 220ms | 6.3ms | 150.0MB | 170ms | 90ms | julia/aot 1.8.5 |
julia | 1.jl | 326ms | 0.8ms | 196.8MB | 283ms | 117ms | julia 1.8.5 |
python | 1.py | 1085ms | 58ms | 213.2MB | 1033ms | 37ms | pypy 3.9.16 |
python | 2.py | 1345ms | 7.3ms | 164.4MB | 1253ms | 70ms | pyston 3.8.12 |
python | 2.py | 1668ms | 7.8ms | 164.8MB | 1593ms | 60ms | cpython 3.11.1 |
python | 1.py | 1746ms | 35ms | 86.1MB | 1713ms | 20ms | pyston 3.8.12 |
python | 2.py | 1769ms | 128ms | 266.8MB | 1623ms | 123ms | pypy 3.9.16 |
python | 1.py | 2971ms | 17ms | 86.7MB | 2933ms | 20ms | cpython 3.11.1 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
julia | 3.jl | 787ms | 3.7ms | 177.6MB | 747ms | 120ms | julia 1.8.5 |
julia | 1.jl | 1376ms | 7.8ms | 262.4MB | 1283ms | 167ms | julia 1.8.5 |
python | 4.py | 2780ms | 3.4ms | 9.1MB | 2750ms | 10ms | pyston 3.8.12 |
python | 4.py | 2785ms | 5.2ms | 9.4MB | 2753ms | 20ms | cpython 3.11.1 |
python | 4.py | 3067ms | 120ms | 117.1MB | 3013ms | 37ms | pypy 3.9.16 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
julia | 3.jl | 348ms | 5.3ms | 176.1MB | 303ms | 123ms | julia 1.8.5 |
python | 4.py | 658ms | 0.4ms | 8.8MB | 643ms | 0ms | pyston 3.8.12 |
python | 4.py | 660ms | 1.0ms | 9.1MB | 650ms | 0ms | cpython 3.11.1 |
python | 4.py | 776ms | 32ms | 81.6MB | 747ms | 13ms | pypy 3.9.16 |
julia | 1.jl | 783ms | 32ms | 261.5MB | 710ms | 137ms | julia 1.8.5 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
julia | 2-m.jl | 1364ms | 5.8ms | 193.7MB | 2393ms | 117ms | julia 1.8.5 |
julia | 3-m.jl | 2101ms | 0.8ms | 211.4MB | 3773ms | 133ms | julia 1.8.5 |
python | 8.py | timeout | 0.0ms | 16.5MB | 57ms | 7ms | cpython 3.11.1 |
python | 8.py | timeout | 0.0ms | 105.2MB | 717ms | 120ms | pypy 3.9.16 |
python | 8.py | timeout | 0.0ms | 17.7MB | 57ms | 23ms | pyston 3.8.12 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
julia | 2-m.jl | 578ms | 1.9ms | 194.3MB | 860ms | 107ms | julia 1.8.5 |
julia | 3-m.jl | 805ms | 4.7ms | 209.2MB | 1213ms | 133ms | julia 1.8.5 |
python | 8.py | timeout | 0.0ms | 18.2MB | 113ms | 10ms | cpython 3.11.1 |
python | 8.py | timeout | 0.0ms | 107.0MB | 1267ms | 210ms | pypy 3.9.16 |
python | 8.py | timeout | 0.0ms | 17.2MB | 160ms | 20ms | pyston 3.8.12 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
julia | 2-m.jl | 379ms | 1.7ms | 192.1MB | 473ms | 100ms | julia 1.8.5 |
julia | 3.jl | 473ms | 1.7ms | 209.3MB | 597ms | 110ms | julia 1.8.5 |
python | 8-m.py | 3558ms | 133ms | 107.0MB | 6063ms | 373ms | pypy 3.9.16 |
python | 8.py | timeout | 0.0ms | 15.9MB | 243ms | 30ms | cpython 3.11.1 |
python | 8.py | timeout | 0.0ms | 17.1MB | 357ms | 73ms | pyston 3.8.12 |