Programming Language and compiler
Benchmarks

Haxe VS Python benchmarks

Current benchmark data was generated on Mon May 19 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
python 1.py 1208ms 7.9ms 96.1MB 1143ms 53ms pypy 3.10.16
haxe 1.hx 1312ms 6.5ms 144.0MB 1500ms 67ms haxe/cpp 4.3.6
haxe 2.hx 4437ms 43ms 495.1MB 4973ms 263ms haxe/cpp 4.3.6
haxe 1.hx timeout 0.0ms 48.6MB 5723ms 387ms haxe/hl/c 4.3.6
haxe 2.hx timeout 0.0ms 83.2MB 5100ms 680ms haxe/hl/c 4.3.6
haxe 1.hx timeout 0.0ms 50.4MB 7817ms 433ms haxe/hl/jit 1.15.0
haxe 2.hx timeout 0.0ms 130.9MB 7407ms 767ms haxe/hl/jit 1.15.0
python 1.py timeout 0.0ms 40.9MB 4963ms 20ms cpython 3.13.3
python 1.py timeout 0.0ms 40.5MB 4757ms 230ms pyston 3.8.12

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
haxe 1.hx 91ms 2.9ms 25.6MB 87ms 10ms haxe/cpp 4.3.6
python 1.py 97ms 2.2ms 68.8MB 70ms 13ms pypy 3.10.16
haxe 2.hx 397ms 15ms 58.1MB 437ms 23ms haxe/cpp 4.3.6
python 1.py 476ms 3.5ms 11.9MB 453ms 10ms pyston 3.8.12
haxe 1.hx 642ms 4.2ms 8.8MB 613ms 47ms haxe/hl/c 4.3.6
haxe 1.hx 698ms 13ms 11.2MB 767ms 57ms haxe/hl/jit 1.15.0
python 1.py 736ms 14ms 12.8MB 723ms 0ms cpython 3.13.3
haxe 2.hx 944ms 9.8ms 13.7MB 837ms 147ms haxe/hl/c 4.3.6
haxe 2.hx 1238ms 51ms 25.0MB 1300ms 173ms haxe/hl/jit 1.15.0

fasta

Input: 2500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 1852ms 2.6ms 88.9MB 1803ms 30ms pypy 3.10.16
python 5-m.py 2288ms 4.5ms 65.6MB 3530ms 820ms pypy 3.10.16
haxe 1.hx 2394ms 18ms 25.6MB 2327ms 203ms haxe/cpp 4.3.6
python 5-m.py 2438ms 9.1ms 12.5MB 3527ms 990ms pyston 3.8.12
python 1.py 3053ms 14ms 8.1MB 3040ms 0ms pyston 3.8.12
python 5-m.py 3439ms 104ms 13.9MB 4590ms 917ms cpython 3.13.3
python 1.py 4786ms 32ms 8.8MB 4770ms 0ms cpython 3.13.3
haxe 1.hx timeout 0.0ms 3.1MB 4367ms 863ms haxe/hl/c 4.3.6
haxe 1.hx timeout 0.0ms 3.6MB 4380ms 870ms haxe/hl/jit 1.15.0

Input: 250000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 249ms 3.9ms 63.3MB 223ms 13ms pypy 3.10.16
haxe 1.hx 256ms 12ms 25.6MB 227ms 23ms haxe/cpp 4.3.6
python 5-m.py 311ms 2.2ms 12.5MB 393ms 150ms pyston 3.8.12
python 1.py 314ms 3.8ms 8.1MB 300ms 0ms pyston 3.8.12
python 5-m.py 405ms 4.1ms 13.9MB 497ms 133ms cpython 3.13.3
python 5-m.py 442ms 3.9ms 65.6MB 733ms 303ms pypy 3.10.16
python 1.py 495ms 2.8ms 8.9MB 483ms 0ms cpython 3.13.3
haxe 1.hx 646ms 0.5ms 3.4MB 553ms 110ms haxe/hl/c 4.3.6
haxe 1.hx 678ms 2.1ms 3.6MB 593ms 107ms haxe/hl/jit 1.15.0

helloworld

Input: QwQ

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
haxe 1.hx 1.9ms 0.1ms 2.9MB 0ms 0ms haxe/hl/c 4.3.6
haxe 1.hx 2.2ms 0.2ms 4.4MB 0ms 0ms haxe/cpp 4.3.6
haxe 1.hx 3.7ms 0.2ms 2.8MB 0ms 0ms haxe/hl/jit 1.15.0
python 1.py 11ms 0.3ms 7.6MB 0ms 0ms pyston 3.8.12
python 1.py 13ms 0.5ms 8.8MB 10ms 0ms cpython 3.13.3
python 1.py 29ms 1.2ms 51.7MB 10ms 10ms pypy 3.10.16

lru

Input: 1000 1000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
haxe 1.hx 136ms 1.8ms 20.5MB 120ms 3ms haxe/cpp 4.3.6
haxe 1.hx 136ms 0.9ms 3.0MB 130ms 0ms haxe/hl/c 4.3.6
python 2.py 147ms 4.7ms 58.4MB 123ms 10ms pypy 3.10.16
haxe 1.hx 158ms 1.9ms 3.8MB 150ms 0ms haxe/hl/jit 1.15.0
python 1.py 178ms 0.9ms 59.5MB 153ms 10ms pypy 3.10.16
python 1.py 729ms 8.4ms 8.9MB 720ms 0ms pyston 3.8.12
python 2.py 843ms 5.9ms 8.5MB 833ms 0ms pyston 3.8.12
python 1.py 1162ms 0.5ms 9.5MB 1150ms 0ms cpython 3.13.3
python 2.py 1336ms 11ms 9.1MB 1327ms 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 340ms 1.6ms 59.2MB 317ms 10ms pypy 3.10.16
haxe 1.hx 377ms 5.0ms 25.5MB 363ms 10ms haxe/cpp 4.3.6
python 1.py 379ms 2.4ms 60.4MB 353ms 13ms pypy 3.10.16
haxe 1.hx 397ms 1.2ms 3.1MB 383ms 0ms haxe/hl/c 4.3.6
haxe 1.hx 463ms 3.5ms 3.9MB 450ms 0ms haxe/hl/jit 1.15.0
python 1.py 2141ms 9.4ms 8.9MB 2127ms 0ms pyston 3.8.12
python 2.py 2517ms 56ms 8.5MB 2507ms 0ms pyston 3.8.12
python 1.py 3461ms 59ms 9.5MB 3450ms 0ms cpython 3.13.3
python 2.py 3968ms 103ms 9.1MB 3957ms 0ms cpython 3.13.3

Input: 100 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
haxe 1.hx 64ms 0.6ms 12.3MB 50ms 0ms haxe/cpp 4.3.6
haxe 1.hx 67ms 0.4ms 3.1MB 60ms 0ms haxe/hl/c 4.3.6
haxe 1.hx 80ms 0.7ms 3.8MB 70ms 0ms haxe/hl/jit 1.15.0
python 2.py 105ms 0.4ms 58.2MB 80ms 10ms pypy 3.10.16
python 1.py 122ms 3.4ms 58.8MB 100ms 10ms pypy 3.10.16
python 1.py 349ms 0.5ms 8.5MB 340ms 0ms pyston 3.8.12
python 2.py 388ms 5.3ms 8.1MB 373ms 0ms pyston 3.8.12
python 1.py 561ms 4.3ms 9.3MB 547ms 0ms cpython 3.13.3
python 2.py 636ms 2.8ms 8.8MB 627ms 0ms cpython 3.13.3

merkletrees

Input: 17

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
haxe 1.hx 921ms 4.3ms 95.0MB 1023ms 50ms haxe/cpp 4.3.6
python 1.py 2218ms 7.5ms 202.7MB 2107ms 100ms pypy 3.10.16
haxe 1.hx timeout 0.0ms 32.6MB 5080ms 467ms haxe/hl/c 4.3.6
haxe 1.hx timeout 0.0ms 55.1MB 6033ms 460ms haxe/hl/jit 1.15.0
python 1.py timeout 0.0ms 94.0MB 4950ms 33ms cpython 3.13.3
python 1.py timeout 0.0ms 130.3MB 4933ms 50ms pyston 3.8.12

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
haxe 1.hx 172ms 4.5ms 26.6MB 170ms 13ms haxe/cpp 4.3.6
python 1.py 379ms 3.2ms 104.7MB 323ms 47ms pypy 3.10.16
haxe 1.hx 1343ms 20ms 10.8MB 1287ms 143ms haxe/hl/c 4.3.6
haxe 1.hx 1521ms 17ms 20.3MB 1557ms 143ms haxe/hl/jit 1.15.0
python 1.py 3095ms 22ms 37.3MB 3067ms 10ms cpython 3.13.3
python 1.py timeout 0.0ms 48.9MB 4950ms 33ms pyston 3.8.12

nbody

Input: 5000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
haxe 2.hx 855ms 6.2ms 3.0MB 843ms 0ms haxe/hl/c 4.3.6
haxe 1.hx 1067ms 9.4ms 3.0MB 1057ms 0ms haxe/hl/c 4.3.6
python 2.py 1353ms 3.9ms 58.1MB 1330ms 10ms pypy 3.10.16
haxe 3.hx 1396ms 13ms 25.6MB 1600ms 40ms haxe/cpp 4.3.6
haxe 2.hx 2406ms 5.6ms 3.6MB 2397ms 0ms haxe/hl/jit 1.15.0
haxe 1.hx 2473ms 2.8ms 3.6MB 2463ms 0ms haxe/hl/jit 1.15.0
python 1.py 2669ms 18ms 57.1MB 2643ms 10ms pypy 3.10.16
haxe 1.hx timeout 0.0ms 4.4MB 4990ms 0ms haxe/cpp 4.3.6
haxe 2.hx timeout 0.0ms 4.4MB 4990ms 0ms haxe/cpp 4.3.6
haxe 3.hx timeout 0.0ms 3.2MB 3960ms 1563ms haxe/hl/c 4.3.6
haxe 3.hx timeout 0.0ms 3.9MB 4203ms 1287ms haxe/hl/jit 1.15.0
python 1.py timeout 0.0ms 8.9MB 4990ms 0ms cpython 3.13.3
python 2.py timeout 0.0ms 8.9MB 4987ms 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 4983ms 0ms pyston 3.8.12

Input: 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
haxe 2.hx 90ms 1.5ms 3.1MB 80ms 0ms haxe/hl/c 4.3.6
haxe 1.hx 111ms 3.5ms 3.0MB 103ms 0ms haxe/hl/c 4.3.6
haxe 3.hx 156ms 1.9ms 25.6MB 157ms 10ms haxe/cpp 4.3.6
python 2.py 177ms 1.3ms 58.1MB 157ms 10ms pypy 3.10.16
haxe 2.hx 246ms 0.9ms 3.6MB 240ms 0ms haxe/hl/jit 1.15.0
haxe 1.hx 263ms 14ms 3.6MB 253ms 0ms haxe/hl/jit 1.15.0
python 1.py 305ms 3.3ms 57.0MB 280ms 10ms pypy 3.10.16
haxe 3.hx 671ms 1.8ms 3.3MB 523ms 203ms haxe/hl/c 4.3.6
haxe 2.hx 673ms 9.6ms 4.4MB 663ms 0ms haxe/cpp 4.3.6
haxe 3.hx 781ms 4.9ms 3.8MB 627ms 220ms haxe/hl/jit 1.15.0
haxe 1.hx 806ms 6.1ms 4.4MB 797ms 0ms haxe/cpp 4.3.6
python 1.py 928ms 11ms 8.3MB 917ms 0ms pyston 3.8.12
python 2.py 1294ms 2.1ms 8.1MB 1280ms 0ms pyston 3.8.12
python 1.py 2942ms 8.2ms 8.8MB 2930ms 0ms cpython 3.13.3
python 2.py 3274ms 97ms 8.9MB 3263ms 0ms cpython 3.13.3

spectral-norm

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
haxe 1.hx 3900ms 6.3ms 3.4MB 3887ms 0ms haxe/hl/c 4.3.6
haxe 1.hx timeout 0.0ms 7.0MB 4990ms 0ms haxe/cpp 4.3.6
haxe 1.hx timeout 0.0ms 3.9MB 4990ms 0ms haxe/hl/jit 1.15.0
python 8.py timeout 0.0ms 14.9MB 37ms 10ms cpython 3.13.3
python 8.py timeout 0.0ms 95.9MB 810ms 90ms pypy 3.10.16
python 8.py timeout 0.0ms 14.1MB 30ms 13ms pyston 3.8.12

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
haxe 1.hx 983ms 3.9ms 3.3MB 970ms 0ms haxe/hl/c 4.3.6
haxe 1.hx 2400ms 2.4ms 6.5MB 2387ms 0ms haxe/cpp 4.3.6
haxe 1.hx timeout 0.0ms 3.8MB 4990ms 0ms haxe/hl/jit 1.15.0
python 8.py timeout 0.0ms 14.6MB 47ms 10ms cpython 3.13.3
python 8.py timeout 0.0ms 96.4MB 1343ms 187ms pypy 3.10.16
python 8.py timeout 0.0ms 13.6MB 57ms 10ms pyston 3.8.12

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
haxe 1.hx 251ms 2.3ms 3.0MB 240ms 0ms haxe/hl/c 4.3.6
haxe 1.hx 603ms 0.3ms 5.3MB 590ms 0ms haxe/cpp 4.3.6
python 8-m.py 1983ms 24ms 93.1MB 6417ms 257ms pypy 3.10.16
haxe 1.hx 2307ms 6.7ms 3.6MB 2297ms 0ms haxe/hl/jit 1.15.0
python 8.py timeout 0.0ms 14.3MB 87ms 23ms cpython 3.13.3
python 8.py timeout 0.0ms 13.4MB 140ms 33ms pyston 3.8.12