Programming Language and compiler
Benchmarks

D VS Python benchmarks

Current benchmark data was generated on Fri May 20 2022, full log can be found HERE

CONTRIBUTIONS are WELCOME!

[x86_64][2 cores] Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz (Model 106)

* -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
python 1.py 1667ms 61ms 273.7MB 1530ms 110ms pypy 3.8.13
d 1.d 3150ms 16ms 75.2MB 3393ms 20ms ldc2 1.29.0
d 1.d 4870ms 15ms 124.4MB 4957ms 33ms dmd 2.100.0
python 1.py timeout 0.0ms 0.0MB 0ms 0ms cpython 3.10.4
python 1.py timeout 0.0ms 0.0MB 0ms 0ms pyston 3.8.12

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 128ms 2.2ms 82.9MB 83ms 20ms pypy 3.8.13
d 1.d 276ms 0.6ms 15.0MB 267ms 0ms ldc2 1.29.0
d 1.d 429ms 20ms 15.9MB 413ms 0ms dmd 2.100.0
python 1.py 641ms 4.3ms 12.3MB 610ms 13ms pyston 3.8.12
python 1.py 1532ms 2.7ms 11.8MB 1517ms 0ms cpython 3.10.4

coro-prime-sieve

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 1216ms 5.5ms 196.8MB 1140ms 60ms pypy 3.8.13
d 1.d timeout 0.0ms 0.0MB 0ms 0ms dmd 2.100.0
d 1.d timeout 0.0ms 0.0MB 0ms 0ms ldc2 1.29.0
python 1.py timeout 0.0ms 0.0MB 0ms 0ms cpython 3.10.4
python 1.py timeout 0.0ms 0.0MB 0ms 0ms pyston 3.8.12

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 293ms 12ms 95.1MB 257ms 17ms pypy 3.8.13
python 1.py 965ms 4.9ms 17.2MB 947ms 3ms pyston 3.8.12
python 1.py 1003ms 35ms 17.1MB 967ms 0ms cpython 3.10.4
d 1.d 1302ms 7.1ms 8.4MB 1287ms 3ms ldc2 1.29.0
d 1.d 1665ms 14ms 9.2MB 1650ms 0ms dmd 2.100.0

edigits

Input: 250001

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 833ms 2.0ms 87.8MB 790ms 30ms pypy 3.8.13
python 1.py 2857ms 0.4ms 10.0MB 2843ms 0ms pyston 3.8.12
python 1.py 2859ms 0.7ms 9.3MB 2843ms 0ms cpython 3.10.4
d 1.d 3870ms 4.2ms 8.0MB 3860ms 0ms ldc2 1.29.0
d 1.d 4502ms 8.2ms 8.9MB 4483ms 0ms dmd 2.100.0

Input: 100000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 218ms 1.9ms 81.6MB 183ms 20ms pypy 3.8.13
python 1.py 495ms 1.8ms 9.2MB 480ms 0ms pyston 3.8.12
python 1.py 504ms 1.7ms 8.5MB 490ms 0ms cpython 3.10.4
d 1.d 666ms 2.3ms 7.1MB 650ms 0ms ldc2 1.29.0
d 1.d 815ms 0.9ms 8.1MB 800ms 0ms dmd 2.100.0

helloworld

Input: QwQ

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
d 1.d 2.3ms 0.5ms 2.9MB 0ms 0ms ldc2 1.29.0
d 1.d 2.6ms 0.5ms 4.1MB 0ms 0ms dmd 2.100.0
python 1.py 14ms 1.1ms 7.6MB 10ms 0ms pyston 3.8.12
python 1.py 15ms 0.6ms 7.5MB 10ms 0ms cpython 3.10.4
python 1.py 34ms 1.1ms 53.6MB 10ms 10ms pypy 3.8.13

lru

Input: 1000 1000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
d 1.d 180ms 1.0ms 4.2MB 170ms 0ms ldc2 1.29.0
python 2.py 204ms 2.0ms 79.9MB 160ms 23ms pypy 3.8.13
python 1.py 244ms 0.9ms 81.2MB 217ms 10ms pypy 3.8.13
d 1.d 247ms 0.6ms 5.0MB 237ms 0ms dmd 2.100.0
python 1.py 1052ms 3.9ms 9.3MB 1040ms 0ms pyston 3.8.12
python 2.py 1290ms 15ms 9.0MB 1277ms 0ms pyston 3.8.12
python 1.py 1848ms 8.2ms 8.3MB 1830ms 0ms cpython 3.10.4
python 2.py 2609ms 24ms 8.3MB 2597ms 0ms cpython 3.10.4

Input: 1000 3000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 2.py 470ms 1.2ms 80.1MB 443ms 10ms pypy 3.8.13
python 1.py 513ms 2.9ms 81.2MB 490ms 10ms pypy 3.8.13
d 1.d 532ms 5.1ms 4.1MB 527ms 0ms ldc2 1.29.0
d 1.d 731ms 4.4ms 4.9MB 723ms 0ms dmd 2.100.0
python 1.py 3126ms 28ms 9.3MB 3117ms 0ms pyston 3.8.12
python 2.py 3831ms 16ms 9.1MB 3817ms 0ms pyston 3.8.12
python 1.py timeout 0.0ms 0.0MB 0ms 0ms cpython 3.10.4
python 2.py timeout 0.0ms 0.0MB 0ms 0ms cpython 3.10.4

Input: 100 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
d 1.d 78ms 2.4ms 3.8MB 67ms 0ms ldc2 1.29.0
d 1.d 109ms 1.2ms 4.5MB 100ms 0ms dmd 2.100.0
python 2.py 147ms 0.7ms 80.0MB 117ms 13ms pypy 3.8.13
python 1.py 164ms 1.1ms 80.8MB 137ms 13ms pypy 3.8.13
python 1.py 519ms 1.1ms 9.0MB 503ms 0ms pyston 3.8.12
python 2.py 597ms 5.7ms 8.5MB 583ms 0ms pyston 3.8.12
python 1.py 868ms 2.3ms 7.8MB 857ms 0ms cpython 3.10.4
python 2.py 1256ms 4.4ms 7.4MB 1240ms 0ms cpython 3.10.4

merkletrees

Input: 17

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
d 1.d 1501ms 10.0ms 75.0MB 1557ms 10ms ldc2 1.29.0
d 1.d 2707ms 39ms 153.2MB 3007ms 30ms dmd 2.100.0
python 1.py 2718ms 66ms 293.9MB 2520ms 183ms pypy 3.8.13
python 1.py timeout 0.0ms 0.0MB 0ms 0ms cpython 3.10.4
python 1.py timeout 0.0ms 0.0MB 0ms 0ms pyston 3.8.12

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
d 1.d 297ms 1.7ms 39.1MB 277ms 7ms ldc2 1.29.0
python 1.py 387ms 1.3ms 144.6MB 327ms 43ms pypy 3.8.13
d 1.d 561ms 8.2ms 39.9MB 600ms 3ms dmd 2.100.0
python 1.py timeout 0.0ms 0.0MB 0ms 0ms cpython 3.10.4
python 1.py timeout 0.0ms 0.0MB 0ms 0ms pyston 3.8.12

nbody

Input: 5000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
d 1.d 425ms 0.5ms 1.2MB 413ms 0ms ldc2 1.29.0
d 2.d 435ms 0.1ms 1.2MB 423ms 0ms ldc2 1.29.0
d 1.d 1534ms 0.6ms 2.0MB 1520ms 0ms dmd 2.100.0
python 2.py 2186ms 36ms 79.8MB 2157ms 13ms pypy 3.8.13
d 2.d 2691ms 0.8ms 1.9MB 2680ms 0ms dmd 2.100.0
python 1.py timeout 0.0ms 0.0MB 0ms 0ms cpython 3.10.4
python 2.py timeout 0.0ms 0.0MB 0ms 0ms cpython 3.10.4
python 1.py timeout 0.0ms 0.0MB 0ms 0ms pypy 3.8.13
python 1.py timeout 0.0ms 0.0MB 0ms 0ms pyston 3.8.12
python 2.py timeout 0.0ms 0.0MB 0ms 0ms pyston 3.8.12

Input: 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
d 1.d 45ms 0.3ms 1.2MB 37ms 0ms ldc2 1.29.0
d 2.d 47ms 0.2ms 1.2MB 37ms 0ms ldc2 1.29.0
d 1.d 156ms 0.1ms 1.9MB 150ms 0ms dmd 2.100.0
d 2.d 277ms 3.8ms 2.0MB 267ms 0ms dmd 2.100.0
python 2.py 282ms 2.1ms 79.5MB 257ms 10ms pypy 3.8.13
python 1.py 590ms 2.3ms 79.7MB 563ms 10ms pypy 3.8.13
python 1.py 1463ms 3.4ms 8.6MB 1450ms 0ms pyston 3.8.12
python 2.py 2152ms 28ms 8.5MB 2140ms 0ms pyston 3.8.12
python 1.py 4709ms 32ms 7.3MB 4693ms 0ms cpython 3.10.4
python 2.py timeout 0.0ms 0.0MB 0ms 0ms cpython 3.10.4

nsieve

Input: 12

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
d 2.d 886ms 2.5ms 48.7MB 857ms 17ms ldc2 1.29.0
d 1.d 971ms 78ms 43.4MB 950ms 10ms ldc2 1.29.0
d 1.d 1078ms 24ms 75.3MB 1053ms 10ms dmd 2.100.0
d 2.d 1640ms 1.6ms 49.8MB 1623ms 0ms dmd 2.100.0
python 1.py 4135ms 8.4ms 391.3MB 4000ms 113ms pypy 3.8.13
python 1.py timeout 0.0ms 0.0MB 0ms 0ms cpython 3.10.4
python 1.py timeout 0.0ms 0.0MB 0ms 0ms pyston 3.8.12

Input: 10

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
d 1.d 131ms 2.2ms 14.4MB 117ms 3ms ldc2 1.29.0
d 1.d 139ms 1.9ms 22.9MB 123ms 0ms dmd 2.100.0
d 2.d 213ms 1.1ms 15.5MB 193ms 0ms ldc2 1.29.0
d 2.d 408ms 0.8ms 16.0MB 393ms 3ms dmd 2.100.0
python 1.py 1053ms 100ms 215.9MB 993ms 40ms pypy 3.8.13
python 1.py 2722ms 31ms 86.4MB 2687ms 17ms pyston 3.8.12
python 1.py 4283ms 21ms 85.9MB 4240ms 27ms cpython 3.10.4

pidigits

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 4.py 2762ms 3.2ms 9.4MB 2727ms 17ms pyston 3.8.12
python 4.py 2782ms 2.3ms 8.5MB 2740ms 23ms cpython 3.10.4
python 4.py 2800ms 13ms 119.5MB 2757ms 27ms pypy 3.8.13
d 1.d 3485ms 6.2ms 7.9MB 3463ms 33ms ldc2 1.29.0
d 1.d timeout 0.0ms 0.0MB 0ms 0ms dmd 2.100.0

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 4.py 655ms 0.7ms 9.1MB 643ms 0ms pyston 3.8.12
python 4.py 666ms 2.4ms 8.3MB 650ms 0ms cpython 3.10.4
python 4.py 694ms 12ms 84.5MB 663ms 13ms pypy 3.8.13
d 1.d 824ms 0.5ms 7.8MB 817ms 0ms ldc2 1.29.0
d 1.d 1694ms 6.5ms 8.9MB 1683ms 0ms dmd 2.100.0

spectral-norm

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
d 1.d 4667ms 0.7ms 3.8MB 4660ms 0ms ldc2 1.29.0
d 1.d 4783ms 1.0ms 4.5MB 4763ms 0ms dmd 2.100.0
python 8.py timeout 0.0ms 0.0MB 0ms 0ms cpython 3.10.4
python 8.py timeout 0.0ms 0.0MB 0ms 0ms pypy 3.8.13
python 8.py timeout 0.0ms 0.0MB 0ms 0ms pyston 3.8.12

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
d 1.d 1171ms 1.1ms 3.5MB 1160ms 0ms ldc2 1.29.0
d 1.d 1199ms 0.4ms 4.4MB 1190ms 0ms dmd 2.100.0
python 8.py timeout 0.0ms 0.0MB 0ms 0ms cpython 3.10.4
python 8.py timeout 0.0ms 0.0MB 0ms 0ms pypy 3.8.13
python 8.py timeout 0.0ms 0.0MB 0ms 0ms pyston 3.8.12

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
d 1.d 297ms 2.2ms 3.3MB 280ms 0ms ldc2 1.29.0
d 1.d 303ms 0.4ms 4.1MB 287ms 0ms dmd 2.100.0
python 8-m.py 3295ms 48ms 110.4MB 5600ms 377ms pypy 3.8.13
python 8.py timeout 0.0ms 0.0MB 0ms 0ms cpython 3.10.4
python 8.py timeout 0.0ms 0.0MB 0ms 0ms pyston 3.8.12