Programming Language and compiler
Benchmarks

V VS Python benchmarks

Current benchmark data was generated on Mon Apr 14 2025, full log can be found HERE

CONTRIBUTIONS are WELCOME!

[x86_64][4 cores] AMD EPYC 7763 64-Core Processor (Model 1)

* -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
v 1.v 776ms 13ms 28.8MB 763ms 0ms v/clang+gc 0.4.10
python 1.py 1213ms 9.6ms 96.3MB 1153ms 47ms pypy 3.10.16
v 1.v 2181ms 25ms 2086.6MB 1293ms 870ms v/clang 0.4.10
python 1.py timeout 0.0ms 40.9MB 4967ms 17ms cpython 3.13.3
python 1.py timeout 0.0ms 40.5MB 4760ms 227ms pyston 3.8.12

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 72ms 2.7ms 4.6MB 60ms 0ms v/clang+gc 0.4.10
python 1.py 97ms 0.7ms 68.7MB 70ms 20ms pypy 3.10.16
v 1.v 210ms 4.3ms 198.0MB 120ms 80ms v/clang 0.4.10
python 1.py 477ms 2.7ms 11.9MB 450ms 10ms pyston 3.8.12
python 1.py 732ms 10.0ms 12.8MB 720ms 0ms cpython 3.13.3

coro-prime-sieve

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 1229ms 8.1ms 106.1MB 1177ms 37ms pypy 3.10.16
python 1.py 2740ms 11ms 25.2MB 2720ms 10ms cpython 3.13.3
python 1.py timeout 0.0ms 17.3MB 4980ms 3ms pyston 3.8.12
v 1.v timeout 0.0ms 18.1MB 8697ms 10607ms v/clang 0.4.10
v 1.v timeout 0.0ms 18.0MB 8987ms 10223ms v/clang+gc 0.4.10

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 226ms 4.5ms 86.4MB 190ms 23ms pypy 3.10.16
python 1.py 238ms 4.8ms 20.5MB 217ms 7ms cpython 3.13.3
python 1.py 677ms 17ms 16.8MB 657ms 7ms pyston 3.8.12
v 1-m.v 1392ms 49ms 9.6MB 2267ms 2953ms v/clang 0.4.10
v 1-m.v 1502ms 58ms 10.3MB 2597ms 3033ms v/clang+gc 0.4.10

edigits

Input: 250001

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 249ms 0.9ms 83.6MB 213ms 20ms pypy 3.10.16
python 1.py 364ms 4.3ms 12.6MB 350ms 0ms cpython 3.13.3
python 1.py 2004ms 3.1ms 9.6MB 1990ms 0ms pyston 3.8.12
v 1.v timeout 0.0ms 8.3MB 4990ms 0ms v/clang+gc 0.4.10

Input: 100000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 101ms 1.7ms 63.4MB 73ms 13ms pypy 3.10.16
python 1.py 112ms 3.3ms 12.4MB 97ms 0ms cpython 3.13.3
python 1.py 350ms 3.1ms 8.8MB 340ms 0ms pyston 3.8.12
v 1.v timeout 0.0ms 4.6MB 4990ms 0ms v/clang+gc 0.4.10

fannkuch-redux

Input: 11

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 2235ms 1.8ms 1.9MB 2223ms 0ms v/clang+gc 0.4.10
v 1.v 2259ms 4.6ms 1.1MB 2253ms 0ms v/clang 0.4.10

Input: 10

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 190ms 2.6ms 1.9MB 180ms 0ms v/clang+gc 0.4.10
v 1.v 193ms 1.3ms 1.1MB 180ms 0ms v/clang 0.4.10

fasta

Input: 2500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 499ms 3.2ms 1.3MB 490ms 0ms v/clang 0.4.10
v 1.v 517ms 2.6ms 2.1MB 507ms 0ms v/clang+gc 0.4.10
python 1.py 1856ms 3.7ms 88.7MB 1810ms 33ms pypy 3.10.16
python 5-m.py 2281ms 14ms 65.4MB 3517ms 857ms pypy 3.10.16
python 5-m.py 2454ms 16ms 12.5MB 3597ms 933ms pyston 3.8.12
python 1.py 3039ms 6.1ms 8.1MB 3027ms 0ms pyston 3.8.12
python 5-m.py 3378ms 6.8ms 13.9MB 4507ms 907ms cpython 3.13.3
python 1.py 4717ms 37ms 8.9MB 4703ms 0ms cpython 3.13.3

Input: 250000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 54ms 0.6ms 2.1MB 50ms 0ms v/clang+gc 0.4.10
v 1.v 54ms 1.5ms 1.3MB 47ms 0ms v/clang 0.4.10
python 1.py 253ms 4.7ms 63.3MB 227ms 10ms pypy 3.10.16
python 5-m.py 311ms 6.2ms 12.5MB 407ms 143ms pyston 3.8.12
python 1.py 313ms 1.7ms 8.1MB 300ms 0ms pyston 3.8.12
python 5-m.py 410ms 4.8ms 13.8MB 487ms 147ms cpython 3.13.3
python 5-m.py 451ms 3.7ms 65.4MB 747ms 310ms pypy 3.10.16
python 1.py 498ms 22ms 8.9MB 483ms 0ms cpython 3.13.3

helloworld

Input: QwQ

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 1.0ms 0.0ms 1.4MB 0ms 0ms v/clang 0.4.10
v 1.v 1.3ms 0.0ms 1.9MB 0ms 0ms v/clang+gc 0.4.10
python 1.py 11ms 0.9ms 7.8MB 0ms 0ms pyston 3.8.12
python 1.py 14ms 1.3ms 8.6MB 10ms 0ms cpython 3.13.3
python 1.py 28ms 0.4ms 51.6MB 10ms 10ms pypy 3.10.16

lru

Input: 1000 1000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 2.py 145ms 1.4ms 58.3MB 120ms 10ms pypy 3.10.16
python 1.py 178ms 1.3ms 59.3MB 150ms 10ms pypy 3.10.16
v 1.v 254ms 2.2ms 1.3MB 243ms 0ms v/clang 0.4.10
v 1.v 264ms 9.7ms 2.1MB 257ms 0ms v/clang+gc 0.4.10
python 1.py 726ms 8.6ms 8.9MB 717ms 0ms pyston 3.8.12
python 2.py 840ms 8.8ms 8.5MB 830ms 0ms pyston 3.8.12
python 1.py 1148ms 17ms 9.5MB 1137ms 0ms cpython 3.13.3
python 2.py 1347ms 2.0ms 9.3MB 1333ms 0ms cpython 3.13.3

Input: 1000 3000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 2.py 344ms 7.2ms 59.2MB 320ms 10ms pypy 3.10.16
python 1.py 380ms 1.8ms 60.3MB 357ms 10ms pypy 3.10.16
v 1.v 753ms 8.3ms 1.5MB 743ms 0ms v/clang 0.4.10
v 1.v 770ms 12ms 2.1MB 760ms 0ms v/clang+gc 0.4.10
python 1.py 2133ms 11ms 8.9MB 2120ms 0ms pyston 3.8.12
python 2.py 2493ms 11ms 8.5MB 2480ms 0ms pyston 3.8.12
python 1.py 3395ms 51ms 9.5MB 3383ms 0ms cpython 3.13.3
python 2.py 3992ms 18ms 9.1MB 3980ms 0ms cpython 3.13.3

Input: 100 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 90ms 2.2ms 1.3MB 83ms 0ms v/clang 0.4.10
v 1.v 100ms 1.2ms 2.1MB 90ms 0ms v/clang+gc 0.4.10
python 2.py 104ms 2.3ms 58.1MB 87ms 7ms pypy 3.10.16
python 1.py 122ms 4.0ms 58.7MB 100ms 13ms pypy 3.10.16
python 1.py 349ms 7.4ms 8.5MB 337ms 0ms pyston 3.8.12
python 2.py 390ms 5.2ms 8.1MB 377ms 0ms pyston 3.8.12
python 1.py 552ms 6.4ms 9.3MB 540ms 0ms cpython 3.13.3
python 2.py 649ms 7.0ms 8.8MB 637ms 0ms cpython 3.13.3

nbody

Input: 5000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 311ms 1.3ms 1.6MB 300ms 0ms v/clang 0.4.10
v 1.v 313ms 1.2ms 2.3MB 300ms 0ms v/clang+gc 0.4.10
python 2.py 1350ms 3.5ms 57.9MB 1327ms 10ms pypy 3.10.16
python 1.py 2654ms 20ms 57.2MB 2627ms 13ms pypy 3.10.16
python 1.py timeout 0.0ms 8.9MB 4990ms 0ms cpython 3.13.3
python 2.py timeout 0.0ms 8.9MB 4990ms 0ms cpython 3.13.3
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

Input: 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 33ms 0.5ms 1.6MB 30ms 0ms v/clang 0.4.10
v 1.v 34ms 0.4ms 2.3MB 30ms 0ms v/clang+gc 0.4.10
python 2.py 177ms 2.0ms 57.9MB 157ms 10ms pypy 3.10.16
python 1.py 309ms 11ms 57.1MB 287ms 7ms pypy 3.10.16
python 1.py 1009ms 134ms 8.3MB 997ms 0ms pyston 3.8.12
python 2.py 1304ms 5.0ms 8.3MB 1293ms 0ms pyston 3.8.12
python 1.py 2984ms 72ms 8.8MB 2970ms 0ms cpython 3.13.3
python 2.py 3398ms 9.8ms 8.9MB 3387ms 0ms cpython 3.13.3

nsieve

Input: 12

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 301ms 2.5ms 40.2MB 287ms 0ms v/clang 0.4.10
v 1.v 307ms 2.3ms 41.1MB 297ms 0ms v/clang+gc 0.4.10
v 2.v 331ms 2.0ms 6.9MB 320ms 0ms v/clang+gc 0.4.10
v 2.v 332ms 2.6ms 6.1MB 320ms 0ms v/clang 0.4.10
python 1.py 2598ms 14ms 369.5MB 2527ms 60ms pypy 3.10.16
python 2.py 3071ms 19ms 633.0MB 2897ms 157ms pyston 3.8.12
python 1.py 4831ms 76ms 320.4MB 4770ms 47ms pyston 3.8.12
python 1.py timeout 0.0ms 321.3MB 4960ms 27ms cpython 3.13.3
python 2.py timeout 0.0ms 633.8MB 4833ms 150ms cpython 3.13.3
python 2.py timeout 0.0ms 959.7MB 4723ms 260ms pypy 3.10.16

Input: 10

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 59ms 3.2ms 11.7MB 50ms 0ms v/clang+gc 0.4.10
v 1.v 59ms 1.2ms 11.0MB 50ms 0ms v/clang 0.4.10
v 2.v 82ms 1.6ms 3.1MB 73ms 0ms v/clang+gc 0.4.10
v 2.v 83ms 1.8ms 2.4MB 73ms 0ms v/clang 0.4.10
python 1.py 545ms 16ms 135.2MB 510ms 20ms pypy 3.10.16
python 2.py 746ms 6.9ms 164.2MB 707ms 27ms pyston 3.8.12
python 1.py 1093ms 21ms 86.0MB 1070ms 10ms pyston 3.8.12
python 2.py 1471ms 14ms 165.0MB 1430ms 30ms cpython 3.13.3
python 2.py 1569ms 31ms 290.2MB 1480ms 77ms pypy 3.10.16
python 1.py 2775ms 8.1ms 86.9MB 2750ms 10ms cpython 3.13.3

pidigits

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 4.py 1925ms 11ms 8.9MB 1877ms 33ms pyston 3.8.12
python 4.py 1996ms 9.8ms 9.5MB 1940ms 43ms cpython 3.13.3
python 4.py 2190ms 2.9ms 89.4MB 2150ms 27ms pypy 3.10.16
v 2.v 3232ms 64ms 3.4MB 3210ms 10ms v/clang+gc 0.4.10

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 4.py 451ms 0.8ms 8.6MB 440ms 0ms pyston 3.8.12
python 4.py 476ms 4.0ms 9.3MB 467ms 0ms cpython 3.13.3
python 4.py 553ms 5.0ms 83.9MB 513ms 23ms pypy 3.10.16
v 2.v 795ms 37ms 2.6MB 780ms 0ms v/clang+gc 0.4.10

regex-redux

Input: 2500000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 2250ms 7.9ms 243.5MB 2190ms 40ms pypy 3.10.16
python 1.py 4742ms 16ms 252.7MB 4557ms 170ms pyston 3.8.12
python 1.py timeout 0.0ms 149.9MB 4927ms 57ms cpython 3.13.3
v 1.v timeout 0.0ms 83.0MB 4983ms 3ms v/clang+gc 0.4.10

Input: 250000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 332ms 4.0ms 87.9MB 293ms 23ms pypy 3.10.16
python 1.py 499ms 5.4ms 30.0MB 467ms 23ms pyston 3.8.12
python 1.py 619ms 0.9ms 29.5MB 583ms 23ms cpython 3.13.3
v 1.v 3588ms 122ms 26.0MB 3577ms 0ms v/clang+gc 0.4.10

spectral-norm

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 8.py timeout 0.0ms 14.8MB 40ms 7ms cpython 3.13.3
python 8.py timeout 0.0ms 96.8MB 803ms 73ms pypy 3.10.16
python 8.py timeout 0.0ms 14.1MB 33ms 10ms pyston 3.8.12
v 1.v timeout 0.0ms 1.6MB 4990ms 0ms v/clang 0.4.10
v 1.v timeout 0.0ms 2.8MB 4990ms 0ms v/clang+gc 0.4.10

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 1284ms 0.9ms 1.5MB 1277ms 0ms v/clang 0.4.10
v 1.v 1299ms 2.5ms 2.5MB 1290ms 0ms v/clang+gc 0.4.10
python 8.py timeout 0.0ms 14.6MB 50ms 10ms cpython 3.13.3
python 8.py timeout 0.0ms 96.2MB 1303ms 180ms pypy 3.10.16
python 8.py timeout 0.0ms 13.7MB 57ms 20ms pyston 3.8.12

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 325ms 1.3ms 1.5MB 320ms 0ms v/clang 0.4.10
v 1.v 326ms 0.2ms 2.5MB 320ms 0ms v/clang+gc 0.4.10
python 8-m.py 1955ms 10ms 93.2MB 6330ms 253ms pypy 3.10.16
python 8.py timeout 0.0ms 14.3MB 90ms 13ms cpython 3.13.3
python 8.py timeout 0.0ms 13.1MB 127ms 37ms pyston 3.8.12