Programming Language and compiler
Benchmarks

V VS Python benchmarks

Current benchmark data was generated on Wed Jan 22 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 780ms 6.7ms 22.1MB 760ms 0ms v/clang+gc 0.4.9
python 1.py 1189ms 1.9ms 95.8MB 1113ms 57ms pypy 3.10.14
v 1.v 2142ms 22ms 2086.6MB 1273ms 850ms v/clang 0.4.9
python 1.py timeout 0.0ms 40.9MB 4970ms 17ms cpython 3.13.1
python 1.py timeout 0.0ms 40.6MB 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 70ms 2.4ms 4.6MB 57ms 0ms v/clang+gc 0.4.9
python 1.py 96ms 2.4ms 68.1MB 67ms 20ms pypy 3.10.14
v 1.v 208ms 1.3ms 197.5MB 120ms 70ms v/clang 0.4.9
python 1.py 486ms 19ms 11.9MB 457ms 13ms pyston 3.8.12
python 1.py 705ms 9.2ms 12.6MB 693ms 0ms cpython 3.13.1

coro-prime-sieve

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 1197ms 18ms 104.0MB 1157ms 23ms pypy 3.10.14
python 1.py timeout 0.0ms 21.1MB 4977ms 7ms cpython 3.13.1
python 1.py timeout 0.0ms 17.3MB 4977ms 7ms pyston 3.8.12
v 1.v timeout 0.0ms 22.3MB 8987ms 10597ms v/clang 0.4.9
v 1.v timeout 0.0ms 27.9MB 8927ms 10420ms v/clang+gc 0.4.9

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 223ms 3.7ms 84.4MB 177ms 27ms pypy 3.10.14
python 1.py 575ms 1.9ms 20.5MB 553ms 7ms cpython 3.13.1
python 1.py 669ms 11ms 16.8MB 647ms 7ms pyston 3.8.12
v 1-m.v 2599ms 357ms 20.3MB 4740ms 5323ms v/clang+gc 0.4.9
v 1-m.v 3125ms 80ms 15.7MB 5590ms 6563ms v/clang 0.4.9

edigits

Input: 250001

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 246ms 1.1ms 82.8MB 213ms 13ms pypy 3.10.14
python 1.py 362ms 2.1ms 12.7MB 347ms 3ms cpython 3.13.1
python 1.py 1998ms 4.4ms 9.6MB 1980ms 3ms pyston 3.8.12
v 1.v timeout 0.0ms 28.3MB 4980ms 3ms v/clang+gc 0.4.9

Input: 100000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 97ms 0.7ms 62.8MB 63ms 20ms pypy 3.10.14
python 1.py 109ms 3.8ms 12.4MB 100ms 0ms cpython 3.13.1
python 1.py 347ms 2.2ms 8.8MB 333ms 0ms pyston 3.8.12
v 1.v timeout 0.0ms 13.1MB 4990ms 0ms v/clang+gc 0.4.9

fannkuch-redux

Input: 11

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 2153ms 8.6ms 1.1MB 2143ms 0ms v/clang 0.4.9
v 1.v 2197ms 2.9ms 1.9MB 2183ms 0ms v/clang+gc 0.4.9

Input: 10

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 186ms 2.6ms 1.1MB 177ms 0ms v/clang 0.4.9
v 1.v 188ms 0.5ms 1.9MB 180ms 0ms v/clang+gc 0.4.9

fasta

Input: 2500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 509ms 3.4ms 1.3MB 493ms 3ms v/clang 0.4.9
v 1.v 534ms 2.1ms 2.1MB 520ms 0ms v/clang+gc 0.4.9
python 1.py 1911ms 8.2ms 88.3MB 1857ms 40ms pypy 3.10.14
python 5-m.py 2495ms 45ms 12.5MB 3553ms 1080ms pyston 3.8.12
python 5-m.py 2855ms 12ms 65.0MB 4090ms 777ms pypy 3.10.14
python 1.py 3021ms 48ms 8.1MB 3007ms 0ms pyston 3.8.12
python 5-m.py 3417ms 98ms 13.9MB 4510ms 963ms cpython 3.13.1
python 1.py 4635ms 124ms 8.6MB 4623ms 0ms cpython 3.13.1

Input: 250000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 52ms 0.1ms 1.3MB 43ms 0ms v/clang 0.4.9
v 1.v 56ms 1.3ms 2.1MB 50ms 0ms v/clang+gc 0.4.9
python 1.py 251ms 0.5ms 63.5MB 217ms 13ms pypy 3.10.14
python 1.py 311ms 2.8ms 8.1MB 300ms 0ms pyston 3.8.12
python 5-m.py 312ms 2.4ms 12.5MB 397ms 143ms pyston 3.8.12
python 5-m.py 402ms 4.6ms 13.8MB 477ms 150ms cpython 3.13.1
python 1.py 471ms 5.4ms 8.8MB 460ms 0ms cpython 3.13.1
python 5-m.py 544ms 2.1ms 64.9MB 817ms 287ms pypy 3.10.14

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 0.4.9
v 1.v 1.4ms 0.1ms 1.9MB 0ms 0ms v/clang+gc 0.4.9
python 1.py 12ms 1.1ms 7.6MB 0ms 0ms pyston 3.8.12
python 1.py 14ms 1.2ms 8.5MB 10ms 0ms cpython 3.13.1
python 1.py 28ms 0.6ms 51.0MB 10ms 8ms pypy 3.10.14

lru

Input: 1000 1000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 2.py 146ms 1.1ms 57.9MB 120ms 13ms pypy 3.10.14
python 1.py 181ms 1.4ms 59.5MB 153ms 10ms pypy 3.10.14
v 1.v 242ms 1.9ms 1.3MB 230ms 0ms v/clang 0.4.9
v 1.v 257ms 2.6ms 2.1MB 243ms 0ms v/clang+gc 0.4.9
python 1.py 718ms 4.4ms 8.9MB 707ms 0ms pyston 3.8.12
python 2.py 832ms 3.1ms 8.5MB 817ms 0ms pyston 3.8.12
python 1.py 1101ms 2.8ms 9.3MB 1083ms 0ms cpython 3.13.1
python 2.py 1309ms 4.2ms 9.1MB 1297ms 0ms cpython 3.13.1

Input: 1000 3000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 2.py 338ms 1.6ms 58.9MB 313ms 7ms pypy 3.10.14
python 1.py 385ms 6.4ms 60.4MB 353ms 13ms pypy 3.10.14
v 1.v 714ms 3.3ms 1.3MB 703ms 0ms v/clang 0.4.9
v 1.v 770ms 30ms 2.1MB 753ms 3ms v/clang+gc 0.4.9
python 1.py 2127ms 17ms 8.9MB 2110ms 0ms pyston 3.8.12
python 2.py 2489ms 22ms 8.5MB 2473ms 0ms pyston 3.8.12
python 1.py 3291ms 15ms 9.3MB 3283ms 0ms cpython 3.13.1
python 2.py 3877ms 18ms 9.0MB 3860ms 0ms cpython 3.13.1

Input: 100 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 89ms 0.4ms 1.4MB 80ms 0ms v/clang 0.4.9
v 1.v 99ms 0.7ms 2.1MB 90ms 0ms v/clang+gc 0.4.9
python 2.py 106ms 2.6ms 57.8MB 83ms 7ms pypy 3.10.14
python 1.py 122ms 2.7ms 58.5MB 103ms 10ms pypy 3.10.14
python 1.py 345ms 2.4ms 8.5MB 337ms 0ms pyston 3.8.12
python 2.py 390ms 1.7ms 8.1MB 377ms 0ms pyston 3.8.12
python 1.py 523ms 7.0ms 9.0MB 510ms 0ms cpython 3.13.1
python 2.py 622ms 5.9ms 8.6MB 607ms 0ms cpython 3.13.1

nbody

Input: 5000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 309ms 0.2ms 1.6MB 300ms 0ms v/clang 0.4.9
v 1.v 311ms 1.4ms 2.3MB 300ms 0ms v/clang+gc 0.4.9
python 2.py 1366ms 23ms 59.8MB 1340ms 10ms pypy 3.10.14
python 1.py 2633ms 17ms 56.6MB 2607ms 13ms pypy 3.10.14
python 1.py timeout 0.0ms 8.6MB 4983ms 3ms cpython 3.13.1
python 2.py timeout 0.0ms 8.8MB 4990ms 0ms cpython 3.13.1
python 1.py timeout 0.0ms 8.3MB 4983ms 3ms pyston 3.8.12
python 2.py timeout 0.0ms 8.1MB 4987ms 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 0.4ms 1.6MB 27ms 0ms v/clang 0.4.9
v 1.v 34ms 0.5ms 2.3MB 27ms 0ms v/clang+gc 0.4.9
python 2.py 177ms 2.3ms 57.6MB 150ms 13ms pypy 3.10.14
python 1.py 306ms 2.6ms 56.6MB 280ms 10ms pypy 3.10.14
python 1.py 921ms 5.6ms 8.3MB 907ms 0ms pyston 3.8.12
python 2.py 1297ms 37ms 8.3MB 1283ms 0ms pyston 3.8.12
python 1.py 2982ms 117ms 8.6MB 2973ms 0ms cpython 3.13.1
python 2.py 3119ms 42ms 8.8MB 3103ms 0ms cpython 3.13.1

nsieve

Input: 12

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 299ms 8.0ms 60.6MB 283ms 0ms v/clang+gc 0.4.9
v 1.v 303ms 2.9ms 40.3MB 287ms 0ms v/clang 0.4.9
v 2.v 327ms 4.7ms 6.9MB 313ms 0ms v/clang+gc 0.4.9
v 2.v 328ms 1.7ms 6.1MB 310ms 3ms v/clang 0.4.9
python 1.py 2562ms 34ms 369.0MB 2500ms 47ms pypy 3.10.14
python 2.py 3081ms 166ms 632.9MB 2897ms 163ms pyston 3.8.12
python 1.py 4831ms 35ms 320.4MB 4770ms 47ms pyston 3.8.12
python 1.py timeout 0.0ms 321.1MB 4960ms 27ms cpython 3.13.1
python 2.py timeout 0.0ms 633.7MB 4817ms 167ms cpython 3.13.1
python 2.py timeout 0.0ms 959.2MB 4713ms 273ms pypy 3.10.14

Input: 10

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 58ms 0.9ms 11.9MB 47ms 0ms v/clang+gc 0.4.9
v 1.v 62ms 2.2ms 11.0MB 50ms 0ms v/clang 0.4.9
v 2.v 80ms 0.6ms 3.1MB 70ms 0ms v/clang+gc 0.4.9
v 2.v 80ms 0.9ms 2.4MB 70ms 0ms v/clang 0.4.9
python 1.py 541ms 4.6ms 134.6MB 507ms 17ms pypy 3.10.14
python 2.py 721ms 1.2ms 164.2MB 683ms 17ms pyston 3.8.12
python 1.py 1162ms 45ms 86.0MB 1130ms 13ms pyston 3.8.12
python 2.py 1435ms 3.2ms 164.8MB 1390ms 27ms cpython 3.13.1
python 2.py 1571ms 24ms 289.8MB 1473ms 80ms pypy 3.10.14
python 1.py 2724ms 28ms 86.8MB 2693ms 13ms cpython 3.13.1

pidigits

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 4.py 1907ms 9.4ms 8.9MB 1860ms 30ms pyston 3.8.12
python 4.py 1988ms 11ms 9.4MB 1930ms 40ms cpython 3.13.1
python 4.py 2128ms 6.9ms 89.0MB 2090ms 23ms pypy 3.10.14
v 2.v timeout 0.0ms 7.8MB 4980ms 7ms v/clang+gc 0.4.9

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 4.py 451ms 1.8ms 8.6MB 440ms 0ms pyston 3.8.12
python 4.py 470ms 4.4ms 9.3MB 457ms 0ms cpython 3.13.1
python 4.py 542ms 7.0ms 83.4MB 507ms 17ms pypy 3.10.14
v 2.v 802ms 8.1ms 2.6MB 783ms 3ms v/clang+gc 0.4.9

regex-redux

Input: 2500000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 2225ms 7.0ms 243.0MB 2163ms 47ms pypy 3.10.14
python 1.py 4757ms 33ms 226.3MB 4560ms 180ms pyston 3.8.12
python 1.py timeout 0.0ms 108.7MB 4957ms 30ms cpython 3.13.1
v 1.v timeout 0.0ms 83.1MB 4977ms 7ms v/clang+gc 0.4.9

Input: 250000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 334ms 2.9ms 85.5MB 293ms 27ms pypy 3.10.14
python 1.py 497ms 5.0ms 30.3MB 460ms 23ms pyston 3.8.12
python 1.py 621ms 3.4ms 31.0MB 593ms 10ms cpython 3.13.1
v 1.v 3294ms 20ms 34.1MB 3280ms 0ms v/clang+gc 0.4.9

spectral-norm

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 8.py timeout 0.0ms 16.6MB 63ms 0ms cpython 3.13.1
python 8.py timeout 0.0ms 99.4MB 853ms 167ms pypy 3.10.14
python 8.py timeout 0.0ms 18.1MB 77ms 17ms pyston 3.8.12
v 1.v timeout 0.0ms 1.6MB 4990ms 0ms v/clang 0.4.9
v 1.v timeout 0.0ms 2.8MB 4987ms 0ms v/clang+gc 0.4.9

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 1278ms 0.9ms 1.6MB 1267ms 0ms v/clang 0.4.9
v 1.v 1326ms 10ms 2.5MB 1317ms 0ms v/clang+gc 0.4.9
python 8.py timeout 0.0ms 16.5MB 113ms 17ms cpython 3.13.1
python 8.py timeout 0.0ms 99.1MB 1567ms 470ms pypy 3.10.14
python 8.py timeout 0.0ms 17.6MB 137ms 33ms pyston 3.8.12

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
v 1.v 324ms 0.9ms 1.5MB 310ms 0ms v/clang 0.4.9
v 1.v 331ms 2.0ms 2.5MB 323ms 0ms v/clang+gc 0.4.9
python 8-m.py 2021ms 18ms 94.9MB 6423ms 333ms pypy 3.10.14
python 8.py timeout 0.0ms 16.1MB 233ms 53ms cpython 3.13.1
python 8.py timeout 0.0ms 15.5MB 447ms 113ms pyston 3.8.12