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 |
chapel | 4.chpl | 1970ms | 8.4ms | 62.3MB | 1960ms | 3ms | chpl 1.31.0 |
chapel | 3.chpl | 2062ms | 35ms | 62.3MB | 2057ms | 0ms | chpl 1.31.0 |
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 |
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 |
chapel | 3.chpl | 188ms | 2.0ms | 32.3MB | 180ms | 0ms | chpl 1.31.0 |
chapel | 4.chpl | 196ms | 20ms | 32.3MB | 190ms | 0ms | chpl 1.31.0 |
python | 1.py | 477ms | 1.2ms | 11.9MB | 453ms | 13ms | pyston 3.8.12 |
python | 1.py | 718ms | 3.5ms | 13.0MB | 707ms | 0ms | cpython 3.13.5 |
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 |
chapel | 1-m.chpl | 2288ms | 97ms | 769.4MB | 4450ms | 97ms | chpl 1.31.0 |
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 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
chapel | 1-m.chpl | 211ms | 14ms | 725.6MB | 333ms | 60ms | chpl 1.31.0 |
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 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
chapel | 1.chpl | 72ms | 0.4ms | 32.5MB | 70ms | 0ms | chpl 1.31.0 |
python | 1.py | 252ms | 1.9ms | 83.5MB | 217ms | 20ms | pypy 3.10.16 |
python | 1.py | 363ms | 0.9ms | 12.6MB | 347ms | 0ms | cpython 3.13.5 |
python | 1.py | 2004ms | 1.1ms | 9.6MB | 1990ms | 0ms | pyston 3.8.12 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
chapel | 1.chpl | 34ms | 0.6ms | 30.5MB | 30ms | 0ms | chpl 1.31.0 |
python | 1.py | 102ms | 2.6ms | 63.7MB | 77ms | 13ms | pypy 3.10.16 |
python | 1.py | 110ms | 2.3ms | 11.6MB | 97ms | 0ms | cpython 3.13.5 |
python | 1.py | 352ms | 0.5ms | 8.8MB | 340ms | 0ms | pyston 3.8.12 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
chapel | 5-m.chpl | 108ms | 3.0ms | 28.4MB | 193ms | 0ms | chpl 1.31.0 |
python | 1.py | 1857ms | 11ms | 88.9MB | 1810ms | 30ms | pypy 3.10.16 |
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 |
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 |
---|---|---|---|---|---|---|---|
chapel | 5.chpl | 21ms | 1.4ms | 28.4MB | 20ms | 0ms | chpl 1.31.0 |
python | 1.py | 250ms | 0.9ms | 63.4MB | 220ms | 10ms | pypy 3.10.16 |
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 |
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 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
chapel | 1.chpl | 11ms | 0.4ms | 28.8MB | 0ms | 0ms | chpl 1.31.0 |
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 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
chapel | 3-m.chpl | 789ms | 57ms | 87.0MB | 1463ms | 7ms | chpl 1.31.0 |
python | 3-m.py | 2412ms | 51ms | 136.6MB | 8240ms | 337ms | pypy 3.10.16 |
python | 3-m.py | 3142ms | 31ms | 34.2MB | 11930ms | 117ms | pyston 3.8.12 |
python | 3.py | timeout | 0.0ms | 35.8MB | 93ms | 20ms | cpython 3.13.5 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
chapel | 3-m.chpl | 114ms | 0.4ms | 76.9MB | 200ms | 3ms | chpl 1.31.0 |
python | 3-m.py | 385ms | 6.3ms | 75.8MB | 977ms | 150ms | pypy 3.10.16 |
python | 3-m.py | 401ms | 5.6ms | 14.3MB | 1327ms | 67ms | pyston 3.8.12 |
python | 3-m.py | 687ms | 8.0ms | 15.2MB | 2437ms | 67ms | cpython 3.13.5 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
chapel | 2.chpl | 320ms | 1.9ms | 28.8MB | 317ms | 0ms | chpl 1.31.0 |
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 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
chapel | 2.chpl | 48ms | 4.7ms | 28.8MB | 43ms | 0ms | chpl 1.31.0 |
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 |
python | 1.py | 921ms | 6.9ms | 8.4MB | 910ms | 0ms | pyston 3.8.12 |
python | 2.py | 1314ms | 5.3ms | 8.3MB | 1300ms | 0ms | pyston 3.8.12 |
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 |
---|---|---|---|---|---|---|---|
chapel | 2.chpl | 448ms | 1.5ms | 30.3MB | 443ms | 0ms | chpl 1.31.0 |
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 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
chapel | 2.chpl | 113ms | 1.0ms | 30.4MB | 110ms | 0ms | chpl 1.31.0 |
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 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
chapel | 3.chpl | 1397ms | 5.8ms | 246.1MB | 1347ms | 40ms | chpl 1.31.0 |
python | 1.py | 2263ms | 15ms | 243.6MB | 2203ms | 47ms | pypy 3.10.16 |
python | 1.py | 4758ms | 1.8ms | 252.5MB | 4570ms | 170ms | pyston 3.8.12 |
python | 1.py | timeout | 0.0ms | 130.2MB | 4930ms | 60ms | cpython 3.13.5 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
chapel | 3.chpl | 160ms | 1.0ms | 48.9MB | 147ms | 10ms | chpl 1.31.0 |
python | 1.py | 331ms | 3.3ms | 85.1MB | 290ms | 30ms | pypy 3.10.16 |
python | 1.py | 510ms | 17ms | 30.3MB | 477ms | 20ms | pyston 3.8.12 |
python | 1.py | 622ms | 9.0ms | 30.0MB | 590ms | 17ms | cpython 3.13.5 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
chapel | 1.chpl | 1189ms | 8.0ms | 29.1MB | 1180ms | 0ms | chpl 1.31.0 |
python | 1.py | 3168ms | 17ms | 8.4MB | 3157ms | 0ms | pyston 3.8.12 |
python | 1.py | 3522ms | 17ms | 74.4MB | 3483ms | 23ms | pypy 3.10.16 |
python | 1.py | 3760ms | 8.9ms | 8.9MB | 3753ms | 0ms | cpython 3.13.5 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
chapel | 1.chpl | 310ms | 1.9ms | 29.2MB | 303ms | 0ms | chpl 1.31.0 |
python | 1.py | 800ms | 1.8ms | 8.4MB | 790ms | 0ms | pyston 3.8.12 |
python | 1.py | 949ms | 2.1ms | 8.9MB | 937ms | 0ms | cpython 3.13.5 |
python | 1.py | 990ms | 5.3ms | 67.4MB | 963ms | 13ms | pypy 3.10.16 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
chapel | 1-m.chpl | 1930ms | 12ms | 28.9MB | 3833ms | 0ms | chpl 1.31.0 |
chapel | 1.chpl | 3728ms | 14ms | 28.8MB | 3723ms | 0ms | chpl 1.31.0 |
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 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
chapel | 1-m.chpl | 495ms | 2.2ms | 28.9MB | 960ms | 0ms | chpl 1.31.0 |
chapel | 1.chpl | 941ms | 4.2ms | 28.8MB | 937ms | 0ms | chpl 1.31.0 |
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 |
lang | code | time | stddev | peak-mem mem | time(user) | time(sys) | compiler compiler/runtime |
---|---|---|---|---|---|---|---|
chapel | 1-m.chpl | 134ms | 0.7ms | 29.0MB | 240ms | 0ms | chpl 1.31.0 |
chapel | 1.chpl | 247ms | 0.8ms | 28.8MB | 240ms | 0ms | chpl 1.31.0 |
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 |