Programming Language and compiler
Benchmarks

C VS Python benchmarks

Current benchmark data was generated on Thu May 01 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.)

helloworld

Input: QwQ

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
c 1.c 1.0ms 0.0ms 1.3MB 0ms 0ms zigcc 0.14.0
c 1.c 1.2ms 0.0ms 2.1MB 0ms 0ms gcc 15.1.0
c 1.c 1.3ms 0.1ms 2.1MB 0ms 0ms clang 14.0.0-1ubuntu1.1
python 1.py 12ms 0.6ms 7.6MB 0ms 0ms pyston 3.8.12
python 1.py 14ms 1.0ms 8.6MB 10ms 0ms cpython 3.13.3
python 1.py 29ms 1.3ms 51.6MB 10ms 10ms pypy 3.10.16

knucleotide

Input: 2500000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
c 1-m.c 171ms 2.8ms 23.5MB 400ms 10ms gcc 15.1.0
c 1-m.c 299ms 5.2ms 25.7MB 1013ms 33ms clang 14.0.0-1ubuntu1.1
python 3-m.py 2338ms 1.4ms 136.4MB 7957ms 330ms pypy 3.10.16
python 3-m.py 3049ms 13ms 34.1MB 11583ms 117ms pyston 3.8.12
python 3.py timeout 0.0ms 35.9MB 90ms 20ms cpython 3.13.3

Input: 250000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
c 1-m.c 27ms 0.7ms 13.6MB 60ms 0ms gcc 15.1.0
c 1-m.c 37ms 0.6ms 14.9MB 103ms 3ms clang 14.0.0-1ubuntu1.1
python 3-m.py 378ms 4.0ms 75.7MB 953ms 153ms pypy 3.10.16
python 3-m.py 396ms 3.0ms 14.3MB 1300ms 67ms pyston 3.8.12
python 3-m.py 666ms 1.7ms 15.2MB 2340ms 70ms cpython 3.13.3

mandelbrot

Input: 5000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
c 1-mffi.c 223ms 8.7ms 7.6MB 827ms 10ms clang 14.0.0-1ubuntu1.1
c 1-mffi.c 264ms 0.7ms 6.6MB 813ms 0ms gcc 15.1.0
c 1-ffi.c 329ms 0.7ms 6.0MB 320ms 0ms zigcc 0.14.0
c 1-mffi.c 331ms 2.6ms 6.0MB 323ms 0ms zigcc 0.14.0
c 1-ffi.c 452ms 1.2ms 6.5MB 440ms 0ms clang 14.0.0-1ubuntu1.1
c 1-ffi.c 543ms 1.9ms 6.8MB 533ms 0ms gcc 15.1.0

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
c 1-mffi.c 15ms 0.3ms 4.5MB 30ms 0ms clang 14.0.0-1ubuntu1.1
c 1-ffi.c 16ms 0.0ms 3.0MB 10ms 0ms zigcc 0.14.0
c 1-mffi.c 16ms 0.1ms 3.0MB 10ms 0ms zigcc 0.14.0
c 1-mffi.c 16ms 0.7ms 3.5MB 43ms 0ms gcc 15.1.0
c 1-ffi.c 22ms 1.1ms 3.6MB 10ms 0ms clang 14.0.0-1ubuntu1.1
c 1-ffi.c 25ms 0.4ms 3.8MB 20ms 0ms gcc 15.1.0

nbody

Input: 5000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
c 8-i.c 267ms 0.0ms 1.5MB 260ms 0ms zigcc 0.14.0
c 8-i.c 302ms 1.1ms 2.1MB 290ms 0ms clang 14.0.0-1ubuntu1.1
c 2.c 309ms 1.2ms 2.3MB 300ms 0ms gcc 15.1.0
c 5.c 313ms 1.1ms 2.3MB 300ms 0ms gcc 15.1.0
c 2.c 315ms 3.3ms 1.5MB 307ms 0ms zigcc 0.14.0
c 5.c 315ms 1.3ms 2.1MB 310ms 0ms clang 14.0.0-1ubuntu1.1
c 5.c 316ms 1.7ms 1.5MB 307ms 0ms zigcc 0.14.0
c 2.c 318ms 1.3ms 2.1MB 310ms 0ms clang 14.0.0-1ubuntu1.1
c 8-i.c 337ms 0.2ms 2.3MB 330ms 0ms gcc 15.1.0
python 2.py 1359ms 3.9ms 58.1MB 1333ms 10ms pypy 3.10.16
python 1.py 2652ms 15ms 57.1MB 2627ms 13ms pypy 3.10.16
python 1.py timeout 0.0ms 8.8MB 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
c 8-i.c 29ms 0.3ms 1.5MB 20ms 0ms zigcc 0.14.0
c 8-i.c 33ms 0.1ms 2.1MB 23ms 0ms clang 14.0.0-1ubuntu1.1
c 2.c 33ms 0.5ms 1.5MB 27ms 0ms zigcc 0.14.0
c 2.c 33ms 0.5ms 2.3MB 27ms 0ms gcc 15.1.0
c 5.c 33ms 0.2ms 2.3MB 27ms 0ms gcc 15.1.0
c 5.c 34ms 0.2ms 2.1MB 30ms 0ms clang 14.0.0-1ubuntu1.1
c 5.c 35ms 0.4ms 1.5MB 30ms 0ms zigcc 0.14.0
c 2.c 35ms 1.6ms 2.1MB 30ms 0ms clang 14.0.0-1ubuntu1.1
c 8-i.c 36ms 0.1ms 2.3MB 30ms 0ms gcc 15.1.0
python 2.py 180ms 3.6ms 57.9MB 153ms 10ms pypy 3.10.16
python 1.py 303ms 3.1ms 57.2MB 280ms 10ms pypy 3.10.16
python 1.py 926ms 7.5ms 8.3MB 910ms 0ms pyston 3.8.12
python 2.py 1300ms 5.2ms 8.3MB 1293ms 0ms pyston 3.8.12
python 1.py 2952ms 2.0ms 8.9MB 2940ms 0ms cpython 3.13.3
python 2.py 3262ms 188ms 8.9MB 3250ms 0ms cpython 3.13.3

nsieve

Input: 12

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
c 1.c 279ms 14ms 40.8MB 263ms 0ms clang 14.0.0-1ubuntu1.1
c 1.c 281ms 12ms 41.1MB 263ms 0ms gcc 15.1.0
c 1.c 297ms 11ms 40.3MB 280ms 0ms zigcc 0.14.0
python 1.py 2568ms 13ms 369.6MB 2497ms 60ms pypy 3.10.16
python 2.py 3071ms 131ms 633.0MB 2887ms 167ms pyston 3.8.12
python 1.py 4763ms 47ms 320.4MB 4703ms 50ms pyston 3.8.12
python 1.py timeout 0.0ms 321.3MB 4960ms 20ms cpython 3.13.3
python 2.py timeout 0.0ms 633.7MB 4823ms 163ms cpython 3.13.3
python 2.py timeout 0.0ms 959.9MB 4720ms 267ms pypy 3.10.16

Input: 10

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
c 1.c 52ms 3.5ms 11.6MB 43ms 0ms gcc 15.1.0
c 1.c 55ms 4.3ms 11.5MB 47ms 0ms clang 14.0.0-1ubuntu1.1
c 1.c 59ms 1.5ms 11.0MB 50ms 0ms zigcc 0.14.0
python 1.py 533ms 4.7ms 135.3MB 493ms 23ms pypy 3.10.16
python 2.py 719ms 1.6ms 164.2MB 673ms 30ms pyston 3.8.12
python 1.py 1046ms 3.4ms 86.1MB 1020ms 10ms pyston 3.8.12
python 2.py 1404ms 6.2ms 165.0MB 1367ms 27ms cpython 3.13.3
python 2.py 1537ms 17ms 290.2MB 1447ms 77ms pypy 3.10.16
python 1.py 2673ms 5.0ms 86.9MB 2650ms 10ms cpython 3.13.3

spectral-norm

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
c 3-m.c 739ms 2.6ms 2.0MB 2903ms 0ms gcc 15.1.0
c 6-im.c 958ms 3.1ms 2.0MB 3763ms 0ms gcc 15.1.0
c 4-m.c 997ms 13ms 2.0MB 3907ms 0ms gcc 15.1.0
c 6-im.c 1028ms 44ms 3.3MB 4000ms 10ms clang 14.0.0-1ubuntu1.1
c 4-m.c 1124ms 4.6ms 3.3MB 4410ms 3ms clang 14.0.0-1ubuntu1.1
c 5-im.c 1146ms 2.8ms 2.0MB 4513ms 0ms gcc 15.1.0
c 5-im.c 1331ms 1.7ms 3.1MB 5233ms 10ms clang 14.0.0-1ubuntu1.1
c 3-m.c 1851ms 34ms 3.3MB 7240ms 17ms clang 14.0.0-1ubuntu1.1
python 8.py timeout 0.0ms 14.9MB 40ms 7ms cpython 3.13.3
python 8.py timeout 0.0ms 95.8MB 763ms 77ms pypy 3.10.16
python 8.py timeout 0.0ms 14.1MB 30ms 10ms pyston 3.8.12

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
c 3-m.c 195ms 2.1ms 2.0MB 740ms 0ms gcc 15.1.0
c 6-im.c 246ms 0.9ms 2.0MB 940ms 0ms gcc 15.1.0
c 4-m.c 260ms 2.9ms 2.0MB 993ms 0ms gcc 15.1.0
c 6-im.c 261ms 6.0ms 3.3MB 993ms 0ms clang 14.0.0-1ubuntu1.1
c 4-m.c 288ms 1.3ms 3.1MB 1107ms 0ms clang 14.0.0-1ubuntu1.1
c 5-im.c 298ms 5.3ms 2.0MB 1147ms 0ms gcc 15.1.0
c 5-im.c 347ms 7.1ms 3.3MB 1323ms 0ms clang 14.0.0-1ubuntu1.1
c 3-m.c 486ms 22ms 3.1MB 1843ms 7ms clang 14.0.0-1ubuntu1.1
python 8.py timeout 0.0ms 14.5MB 43ms 10ms cpython 3.13.3
python 8.py timeout 0.0ms 96.4MB 1267ms 177ms pypy 3.10.16
python 8.py timeout 0.0ms 13.7MB 53ms 17ms pyston 3.8.12

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
c 3-m.c 56ms 0.5ms 2.0MB 200ms 0ms gcc 15.1.0
c 6-im.c 70ms 0.6ms 3.3MB 243ms 0ms clang 14.0.0-1ubuntu1.1
c 4-m.c 72ms 0.5ms 2.0MB 260ms 0ms gcc 15.1.0
c 6-im.c 75ms 11ms 2.0MB 257ms 0ms gcc 15.1.0
c 4-m.c 79ms 3.5ms 3.3MB 280ms 0ms clang 14.0.0-1ubuntu1.1
c 5-im.c 81ms 1.2ms 2.0MB 293ms 0ms gcc 15.1.0
c 5-im.c 91ms 0.1ms 3.1MB 330ms 0ms clang 14.0.0-1ubuntu1.1
c 3-m.c 124ms 3.0ms 3.3MB 450ms 0ms clang 14.0.0-1ubuntu1.1
python 8-m.py 1935ms 16ms 93.6MB 6317ms 250ms pypy 3.10.16
python 8.py timeout 0.0ms 14.3MB 83ms 17ms cpython 3.13.3
python 8.py timeout 0.0ms 13.1MB 137ms 30ms pyston 3.8.12