Programming Language and compiler
Benchmarks

C# VS Python benchmarks

Current benchmark data was generated on Sat Mar 29 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
csharp 1.cs 936ms 4.1ms 186.8MB 927ms 150ms dotnet 9.0.202
csharp 1.cs 1043ms 56ms 186.1MB 1020ms 140ms dotnet/aot 9.0.202
python 1.py 1186ms 0.8ms 96.2MB 1120ms 50ms pypy 3.10.16
csharp 1.cs 1768ms 82ms 102.0MB 1990ms 220ms mono 6.12.0
python 1.py timeout 0.0ms 40.8MB 4970ms 17ms cpython 3.13.2
python 1.py timeout 0.0ms 40.6MB 4760ms 220ms pyston 3.8.12

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 98ms 2.9ms 68.8MB 70ms 13ms pypy 3.10.16
csharp 1.cs 121ms 1.8ms 32.6MB 83ms 33ms dotnet/aot 9.0.202
csharp 1.cs 152ms 5.0ms 44.1MB 130ms 13ms mono 6.12.0
csharp 1.cs 204ms 10ms 53.0MB 160ms 40ms dotnet 9.0.202
python 1.py 484ms 4.4ms 11.9MB 460ms 10ms pyston 3.8.12
python 1.py 745ms 25ms 12.6MB 737ms 0ms cpython 3.13.2

coro-prime-sieve

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 1218ms 8.4ms 107.6MB 1167ms 40ms pypy 3.10.16
csharp 1-m.cs 2184ms 61ms 51.4MB 7633ms 77ms dotnet/aot 9.0.202
python 1.py 2748ms 76ms 25.1MB 2727ms 7ms cpython 3.13.2
csharp 1-m.cs 2802ms 47ms 74.2MB 9787ms 97ms dotnet 9.0.202
python 1.py timeout 0.0ms 17.3MB 4980ms 10ms pyston 3.8.12

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 1-m.cs 151ms 2.8ms 18.2MB 453ms 13ms dotnet/aot 9.0.202
python 1.py 222ms 2.1ms 86.9MB 187ms 17ms pypy 3.10.16
python 1.py 239ms 4.5ms 20.4MB 223ms 3ms cpython 3.13.2
csharp 1-m.cs 273ms 15ms 36.9MB 770ms 20ms dotnet 9.0.202
python 1.py 657ms 9.5ms 16.8MB 640ms 7ms pyston 3.8.12

edigits

Input: 250001

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 252ms 1.3ms 83.6MB 217ms 23ms pypy 3.10.16
python 1.py 362ms 3.6ms 12.6MB 343ms 0ms cpython 3.13.2
python 1.py 2008ms 3.3ms 9.6MB 1993ms 0ms pyston 3.8.12
csharp 1.cs 4107ms 11ms 18.3MB 4083ms 10ms dotnet/aot 9.0.202
csharp 1.cs 4975ms 8.9ms 37.5MB 4940ms 20ms dotnet 9.0.202

Input: 100000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 101ms 2.1ms 63.3MB 73ms 10ms pypy 3.10.16
python 1.py 110ms 2.5ms 11.6MB 97ms 0ms cpython 3.13.2
python 1.py 351ms 2.5ms 8.9MB 340ms 0ms pyston 3.8.12
csharp 1.cs 678ms 1.2ms 14.5MB 660ms 7ms dotnet/aot 9.0.202
csharp 1.cs 864ms 7.8ms 34.0MB 840ms 13ms dotnet 9.0.202

fasta

Input: 2500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 5-m.cs 133ms 5.3ms 22.5MB 363ms 100ms dotnet/aot 9.0.202
csharp 5-m.cs 201ms 11ms 38.4MB 463ms 130ms dotnet 9.0.202
csharp 5-m.cs 243ms 12ms 43.8MB 663ms 127ms mono 6.12.0
python 1.py 1871ms 16ms 88.8MB 1820ms 37ms pypy 3.10.16
python 5-m.py 2286ms 25ms 65.4MB 3523ms 857ms pypy 3.10.16
python 5-m.py 2628ms 276ms 12.5MB 3513ms 1170ms pyston 3.8.12
python 1.py 3017ms 11ms 8.1MB 3000ms 0ms pyston 3.8.12
python 5-m.py 3415ms 25ms 13.6MB 4547ms 940ms cpython 3.13.2
python 1.py 4761ms 15ms 8.8MB 4747ms 0ms cpython 3.13.2

Input: 250000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 5-m.cs 24ms 0.9ms 15.5MB 33ms 17ms dotnet/aot 9.0.202
csharp 5-m.cs 64ms 4.1ms 37.1MB 87ms 13ms dotnet 9.0.202
csharp 5-m.cs 72ms 0.8ms 31.4MB 103ms 27ms mono 6.12.0
python 1.py 253ms 1.6ms 63.4MB 220ms 20ms pypy 3.10.16
python 1.py 314ms 5.5ms 8.1MB 303ms 0ms pyston 3.8.12
python 5-m.py 336ms 9.5ms 12.5MB 440ms 160ms pyston 3.8.12
python 5-m.py 404ms 2.2ms 13.5MB 487ms 137ms cpython 3.13.2
python 5-m.py 447ms 0.8ms 65.4MB 747ms 307ms pypy 3.10.16
python 1.py 490ms 12ms 8.8MB 477ms 0ms cpython 3.13.2

helloworld

Input: QwQ

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 1.cs 9.1ms 3.9ms 9.8MB 0ms 0ms dotnet/aot 9.0.202
python 1.py 11ms 0.6ms 7.6MB 0ms 0ms pyston 3.8.12
python 1.py 14ms 1.2ms 8.6MB 10ms 0ms cpython 3.13.2
python 1.py 29ms 0.5ms 51.6MB 8ms 10ms pypy 3.10.16
csharp 1.cs 31ms 1.0ms 21.3MB 20ms 0ms mono 6.12.0
csharp 1.cs 35ms 0.9ms 26.3MB 18ms 8ms dotnet 9.0.202

http-server

Input: 3000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 2-http2.cs 513ms 1.7ms 108.8MB 730ms 153ms dotnet 9.0.202
csharp 2-m.cs 584ms 28ms 137.0MB 737ms 523ms dotnet 9.0.202
csharp 2-http3.cs 680ms 12ms 145.9MB 1130ms 243ms dotnet 9.0.202
csharp 1-m.cs 740ms 18ms 170.5MB 1157ms 727ms dotnet 9.0.202
python 1.py 2324ms 184ms 26.6MB 1127ms 1567ms pyston 3.8.12
python 1.py 2773ms 352ms 27.4MB 1603ms 1647ms cpython 3.13.2
python 1.py 4799ms 63ms 105.0MB 2877ms 1247ms pypy 3.10.16

Input: 500

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 2-m.cs 361ms 3.7ms 87.3MB 390ms 197ms dotnet 9.0.202
csharp 1-m.cs 395ms 4.4ms 97.2MB 530ms 230ms dotnet 9.0.202
csharp 2-http2.cs 439ms 6.2ms 86.0MB 483ms 97ms dotnet 9.0.202
csharp 2-http3.cs 495ms 2.0ms 94.2MB 587ms 113ms dotnet 9.0.202
python 1.py 1102ms 29ms 21.4MB 230ms 297ms pyston 3.8.12
python 1.py 1123ms 32ms 22.8MB 323ms 273ms cpython 3.13.2
python 1.py 1786ms 128ms 85.1MB 727ms 237ms pypy 3.10.16

json-serde

Input: sample 5000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 206ms 5.8ms 38.2MB 173ms 20ms pyston 3.8.12
python 1.py 223ms 2.0ms 38.6MB 197ms 13ms cpython 3.13.2
python 1.py 299ms 2.4ms 89.5MB 267ms 20ms pypy 3.10.16
csharp 2.cs 302ms 4.2ms 68.7MB 270ms 30ms dotnet 9.0.202
csharp 1.cs 774ms 76ms 143.4MB 790ms 80ms dotnet 9.0.202

Input: canada 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 2.cs 1491ms 6.1ms 234.1MB 1633ms 87ms dotnet 9.0.202
python 1.py 1848ms 16ms 220.5MB 1673ms 163ms pyston 3.8.12
python 1.py 1936ms 8.2ms 221.4MB 1830ms 90ms cpython 3.13.2
python 1.py 1937ms 15ms 222.2MB 1857ms 67ms pypy 3.10.16
csharp 1.cs 2686ms 63ms 745.4MB 3240ms 437ms dotnet 9.0.202

knucleotide

Input: 2500000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 6-m.cs 463ms 17ms 45.8MB 1233ms 20ms dotnet/aot 9.0.202
csharp 6-m.cs 754ms 25ms 68.0MB 2087ms 33ms dotnet 9.0.202
csharp 6-m.cs 1028ms 27ms 66.9MB 2970ms 20ms mono 6.12.0
python 3-m.py 2432ms 27ms 136.6MB 8243ms 337ms pypy 3.10.16
python 3-m.py 3270ms 50ms 34.3MB 12393ms 110ms pyston 3.8.12
python 3.py timeout 0.0ms 35.7MB 93ms 20ms cpython 3.13.2

Input: 250000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 6-m.cs 100ms 3.6ms 36.1MB 163ms 20ms dotnet/aot 9.0.202
csharp 6-m.cs 181ms 7.0ms 57.2MB 277ms 27ms dotnet 9.0.202
csharp 6-m.cs 199ms 1.7ms 58.1MB 380ms 17ms mono 6.12.0
python 3-m.py 387ms 3.4ms 76.1MB 970ms 167ms pypy 3.10.16
python 3-m.py 400ms 3.4ms 14.3MB 1323ms 73ms pyston 3.8.12
python 3-m.py 664ms 4.3ms 15.1MB 2327ms 57ms cpython 3.13.2

lru

Input: 1000 1000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 2.cs 99ms 2.2ms 10.0MB 83ms 0ms dotnet/aot 9.0.202
python 2.py 146ms 1.8ms 58.3MB 120ms 10ms pypy 3.10.16
csharp 2.cs 148ms 2.5ms 21.1MB 137ms 0ms mono 6.12.0
python 1.py 181ms 2.9ms 59.3MB 153ms 13ms pypy 3.10.16
csharp 2.cs 253ms 6.8ms 29.5MB 237ms 10ms dotnet 9.0.202
python 1.py 726ms 9.4ms 8.9MB 713ms 0ms pyston 3.8.12
python 2.py 831ms 7.8ms 8.5MB 817ms 0ms pyston 3.8.12
csharp 1.cs 1055ms 14ms 13.3MB 1030ms 10ms dotnet/aot 9.0.202
python 1.py 1180ms 49ms 9.3MB 1170ms 0ms cpython 3.13.2
csharp 1.cs 1320ms 22ms 33.1MB 1303ms 13ms dotnet 9.0.202
python 2.py 1336ms 19ms 9.0MB 1323ms 0ms cpython 3.13.2
csharp 1.cs 3366ms 16ms 45.5MB 3320ms 33ms mono 6.12.0

Input: 1000 3000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 2.cs 272ms 3.2ms 10.0MB 257ms 0ms dotnet/aot 9.0.202
python 2.py 342ms 5.4ms 59.2MB 313ms 10ms pypy 3.10.16
csharp 2.cs 362ms 3.0ms 22.7MB 350ms 0ms mono 6.12.0
python 1.py 379ms 2.8ms 60.3MB 350ms 13ms pypy 3.10.16
csharp 2.cs 400ms 1.6ms 29.4MB 380ms 10ms dotnet 9.0.202
python 1.py 2144ms 4.0ms 8.9MB 2130ms 0ms pyston 3.8.12
python 2.py 2479ms 16ms 8.5MB 2463ms 0ms pyston 3.8.12
csharp 1.cs 3130ms 20ms 13.3MB 3103ms 10ms dotnet/aot 9.0.202
python 1.py 3519ms 155ms 9.3MB 3507ms 0ms cpython 3.13.2
csharp 1.cs 3642ms 24ms 32.9MB 3630ms 20ms dotnet 9.0.202
python 2.py 3929ms 97ms 9.0MB 3917ms 0ms cpython 3.13.2
csharp 1.cs timeout 0.0ms 45.6MB 4947ms 47ms mono 6.12.0

Input: 100 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 2.cs 53ms 1.2ms 9.9MB 40ms 0ms dotnet/aot 9.0.202
csharp 2.cs 93ms 2.5ms 23.2MB 80ms 0ms mono 6.12.0
python 2.py 105ms 2.1ms 58.1MB 83ms 10ms pypy 3.10.16
python 1.py 122ms 3.8ms 58.7MB 97ms 10ms pypy 3.10.16
csharp 2.cs 164ms 3.2ms 29.3MB 147ms 7ms dotnet 9.0.202
python 1.py 348ms 2.4ms 8.5MB 337ms 0ms pyston 3.8.12
python 2.py 387ms 3.3ms 8.1MB 373ms 0ms pyston 3.8.12
python 1.py 551ms 21ms 9.0MB 540ms 0ms cpython 3.13.2
python 2.py 640ms 9.1ms 8.8MB 627ms 0ms cpython 3.13.2
csharp 1.cs 1626ms 6.1ms 32.8MB 1617ms 10ms dotnet 9.0.202
csharp 1.cs 1807ms 5.4ms 13.1MB 1790ms 0ms dotnet/aot 9.0.202
csharp 1.cs 1820ms 10ms 28.7MB 1807ms 0ms mono 6.12.0

mandelbrot

Input: 5000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 4.cs 343ms 12ms 37.3MB 317ms 10ms dotnet 9.0.202
csharp 2.cs 519ms 26ms 39.6MB 497ms 10ms dotnet 9.0.202
csharp 1.cs 2081ms 46ms 36.4MB 2057ms 10ms dotnet 9.0.202
csharp 3.cs 2367ms 6.0ms 16.3MB 2353ms 0ms dotnet/aot 9.0.202
csharp 3.cs 2447ms 9.7ms 36.5MB 2423ms 10ms dotnet 9.0.202
csharp 1.cs 3956ms 79ms 16.4MB 3940ms 0ms dotnet/aot 9.0.202
csharp 1.cs timeout 0.0ms 23.2MB 4987ms 0ms mono 6.12.0

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 4.cs 79ms 2.3ms 34.4MB 60ms 10ms dotnet 9.0.202
csharp 3.cs 109ms 2.9ms 12.9MB 97ms 0ms dotnet/aot 9.0.202
csharp 2.cs 112ms 2.1ms 36.9MB 90ms 10ms dotnet 9.0.202
csharp 1.cs 137ms 0.2ms 33.8MB 120ms 10ms dotnet 9.0.202
csharp 3.cs 169ms 7.1ms 33.9MB 143ms 10ms dotnet 9.0.202
csharp 1.cs 176ms 4.5ms 13.3MB 160ms 0ms dotnet/aot 9.0.202
csharp 1.cs 567ms 2.4ms 23.9MB 550ms 0ms mono 6.12.0

merkletrees

Input: 17

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 2.cs 566ms 6.2ms 123.7MB 513ms 90ms dotnet/aot 9.0.202
csharp 1.cs 603ms 14ms 150.0MB 553ms 120ms dotnet/aot 9.0.202
csharp 2.cs 683ms 21ms 135.9MB 640ms 97ms dotnet 9.0.202
csharp 1.cs 780ms 24ms 163.5MB 717ms 137ms dotnet 9.0.202
csharp 1.cs 1338ms 54ms 140.0MB 1567ms 160ms mono 6.12.0
python 1.py 2248ms 18ms 202.7MB 2120ms 107ms pypy 3.10.16
python 1.py timeout 0.0ms 93.9MB 4960ms 27ms cpython 3.13.2
python 1.py timeout 0.0ms 130.4MB 4937ms 43ms pyston 3.8.12

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 2.cs 138ms 6.8ms 57.0MB 110ms 30ms dotnet/aot 9.0.202
csharp 1.cs 154ms 7.0ms 74.7MB 117ms 53ms dotnet/aot 9.0.202
csharp 2.cs 258ms 1.2ms 74.8MB 233ms 37ms dotnet 9.0.202
csharp 1.cs 267ms 1.6ms 69.5MB 237ms 33ms mono 6.12.0
csharp 1.cs 285ms 10ms 91.3MB 237ms 67ms dotnet 9.0.202
python 1.py 386ms 6.0ms 105.2MB 323ms 47ms pypy 3.10.16
python 1.py 3142ms 32ms 37.1MB 3113ms 13ms cpython 3.13.2
python 1.py timeout 0.0ms 48.8MB 4970ms 20ms pyston 3.8.12

nbody

Input: 5000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 9.cs 359ms 1.0ms 27.5MB 340ms 7ms dotnet 9.0.202
csharp 8.cs 372ms 0.3ms 9.8MB 360ms 0ms dotnet/aot 9.0.202
csharp 8.cs 427ms 7.6ms 27.6MB 403ms 7ms dotnet 9.0.202
csharp 8.cs 1248ms 2.7ms 20.8MB 1233ms 0ms mono 6.12.0
python 2.py 1361ms 7.5ms 57.9MB 1337ms 10ms pypy 3.10.16
python 1.py 2657ms 16ms 57.2MB 2630ms 7ms pypy 3.10.16
python 1.py timeout 0.0ms 8.6MB 4990ms 0ms cpython 3.13.2
python 2.py timeout 0.0ms 8.8MB 4987ms 0ms cpython 3.13.2
python 1.py timeout 0.0ms 8.3MB 4990ms 0ms 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
csharp 8.cs 47ms 1.0ms 9.9MB 33ms 0ms dotnet/aot 9.0.202
csharp 9.cs 92ms 0.8ms 27.6MB 73ms 3ms dotnet 9.0.202
csharp 8.cs 99ms 5.1ms 27.8MB 80ms 7ms dotnet 9.0.202
csharp 8.cs 165ms 1.1ms 22.5MB 150ms 0ms mono 6.12.0
python 2.py 180ms 2.3ms 57.9MB 157ms 10ms pypy 3.10.16
python 1.py 303ms 3.6ms 57.1MB 277ms 10ms pypy 3.10.16
python 1.py 945ms 42ms 8.3MB 930ms 0ms pyston 3.8.12
python 2.py 1310ms 7.2ms 8.3MB 1297ms 0ms pyston 3.8.12
python 1.py 3278ms 579ms 8.6MB 3270ms 0ms cpython 3.13.2
python 2.py 3298ms 42ms 8.8MB 3287ms 0ms cpython 3.13.2

nsieve

Input: 12

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 1.cs 336ms 9.3ms 78.8MB 310ms 13ms dotnet/aot 9.0.202
csharp 1.cs 351ms 10ms 96.3MB 327ms 10ms dotnet 9.0.202
csharp 2.cs 398ms 5.1ms 35.6MB 377ms 7ms dotnet 9.0.202
csharp 2.cs 426ms 3.3ms 17.5MB 410ms 0ms dotnet/aot 9.0.202
csharp 1.cs 546ms 4.8ms 84.0MB 523ms 10ms mono 6.12.0
csharp 2.cs 1866ms 4.1ms 29.5MB 1850ms 0ms mono 6.12.0
python 1.py 2599ms 1.4ms 369.5MB 2530ms 57ms pypy 3.10.16
python 2.py 3039ms 28ms 633.0MB 2870ms 157ms pyston 3.8.12
python 1.py 4752ms 17ms 320.4MB 4690ms 47ms pyston 3.8.12
python 1.py timeout 0.0ms 321.1MB 4957ms 27ms cpython 3.13.2
python 2.py timeout 0.0ms 633.6MB 4830ms 153ms cpython 3.13.2
python 2.py timeout 0.0ms 959.9MB 4710ms 273ms pypy 3.10.16

Input: 10

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 1.cs 64ms 4.5ms 24.9MB 50ms 0ms dotnet/aot 9.0.202
csharp 1.cs 104ms 2.0ms 42.5MB 80ms 10ms dotnet 9.0.202
csharp 2.cs 108ms 1.7ms 11.9MB 93ms 0ms dotnet/aot 9.0.202
csharp 2.cs 127ms 1.3ms 29.9MB 110ms 7ms dotnet 9.0.202
csharp 1.cs 143ms 1.6ms 36.0MB 127ms 3ms mono 6.12.0
csharp 2.cs 483ms 2.3ms 21.1MB 467ms 0ms mono 6.12.0
python 1.py 540ms 8.7ms 135.2MB 507ms 20ms pypy 3.10.16
python 2.py 769ms 37ms 164.2MB 727ms 30ms pyston 3.8.12
python 1.py 1094ms 28ms 86.0MB 1070ms 7ms pyston 3.8.12
python 2.py 1513ms 103ms 164.8MB 1477ms 23ms cpython 3.13.2
python 2.py 1536ms 8.6ms 290.2MB 1450ms 70ms pypy 3.10.16
python 1.py 2723ms 5.6ms 86.8MB 2700ms 10ms cpython 3.13.2

pidigits

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 4.py 1916ms 3.0ms 8.9MB 1873ms 30ms pyston 3.8.12
python 4.py 1946ms 3.1ms 9.3MB 1893ms 37ms cpython 3.13.2
python 4.py 2189ms 9.6ms 89.4MB 2150ms 27ms pypy 3.10.16
csharp 1.cs 3225ms 18ms 13.9MB 3120ms 100ms dotnet/aot 9.0.202
csharp 1.cs 3546ms 1.9ms 38.0MB 3570ms 110ms dotnet 9.0.202

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 4.py 452ms 3.0ms 8.6MB 440ms 0ms pyston 3.8.12
python 4.py 465ms 2.7ms 9.1MB 453ms 0ms cpython 3.13.2
python 4.py 559ms 4.1ms 83.9MB 520ms 23ms pypy 3.10.16
csharp 1.cs 759ms 2.6ms 13.4MB 720ms 27ms dotnet/aot 9.0.202
csharp 1.cs 983ms 4.6ms 37.9MB 1067ms 37ms dotnet 9.0.202

regex-redux

Input: 2500000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 6.cs 1756ms 6.4ms 418.5MB 1660ms 147ms dotnet/aot 9.0.202
csharp 5.cs 2077ms 15ms 447.0MB 2130ms 187ms dotnet 9.0.202
python 1.py 2255ms 3.3ms 243.1MB 2197ms 40ms pypy 3.10.16
csharp 6.cs 2732ms 45ms 438.4MB 2687ms 183ms dotnet 9.0.202
csharp 5.cs 4299ms 17ms 418.9MB 4193ms 153ms dotnet/aot 9.0.202
python 1.py 4775ms 5.8ms 225.9MB 4573ms 187ms pyston 3.8.12
python 1.py timeout 0.0ms 138.1MB 4930ms 53ms cpython 3.13.2

Input: 250000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 6.cs 190ms 3.8ms 47.6MB 163ms 17ms dotnet/aot 9.0.202
csharp 5.cs 292ms 5.1ms 72.7MB 263ms 30ms dotnet 9.0.202
python 1.py 330ms 4.3ms 85.6MB 293ms 20ms pypy 3.10.16
csharp 6.cs 387ms 1.4ms 70.0MB 350ms 30ms dotnet 9.0.202
csharp 5.cs 441ms 5.4ms 47.3MB 420ms 20ms dotnet/aot 9.0.202
python 1.py 501ms 1.3ms 36.2MB 470ms 17ms pyston 3.8.12
python 1.py 607ms 4.5ms 31.1MB 573ms 23ms cpython 3.13.2

secp256k1

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 1.cs 2851ms 10.0ms 13.1MB 2817ms 20ms dotnet/aot 9.0.202
csharp 1.cs 2967ms 19ms 35.6MB 3027ms 43ms dotnet 9.0.202
python 1.py 3200ms 57ms 8.3MB 3193ms 0ms pyston 3.8.12
python 1.py 3539ms 28ms 74.3MB 3503ms 27ms pypy 3.10.16
python 1.py 3863ms 72ms 8.6MB 3847ms 0ms cpython 3.13.2

Input: 500

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 1.cs 720ms 4.3ms 13.0MB 700ms 7ms dotnet/aot 9.0.202
python 1.py 808ms 5.8ms 8.3MB 797ms 0ms pyston 3.8.12
python 1.py 990ms 9.8ms 8.6MB 980ms 0ms cpython 3.13.2
python 1.py 1000ms 9.6ms 67.3MB 973ms 17ms pypy 3.10.16
csharp 1.cs 1005ms 7.9ms 35.8MB 1087ms 23ms dotnet 9.0.202

spectral-norm

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 3-m.cs 1879ms 22ms 10.4MB 7240ms 10ms dotnet/aot 9.0.202
csharp 3-m.cs 1974ms 78ms 29.9MB 7297ms 17ms dotnet 9.0.202
csharp 3-m.cs 4747ms 137ms 25.7MB 18010ms 23ms mono 6.12.0
python 8.py timeout 0.0ms 14.6MB 37ms 7ms cpython 3.13.2
python 8.py timeout 0.0ms 95.4MB 797ms 97ms pypy 3.10.16
python 8.py timeout 0.0ms 14.2MB 33ms 10ms pyston 3.8.12

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 3-m.cs 483ms 11ms 10.5MB 1800ms 7ms dotnet/aot 9.0.202
csharp 3-m.cs 534ms 1.3ms 29.9MB 1873ms 13ms dotnet 9.0.202
csharp 3-m.cs 1230ms 55ms 25.6MB 4607ms 10ms mono 6.12.0
python 8.py timeout 0.0ms 14.5MB 53ms 13ms cpython 3.13.2
python 8.py timeout 0.0ms 96.1MB 1303ms 183ms pypy 3.10.16
python 8.py timeout 0.0ms 13.5MB 60ms 20ms pyston 3.8.12

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 3-m.cs 128ms 0.7ms 10.5MB 447ms 7ms dotnet/aot 9.0.202
csharp 3-m.cs 183ms 7.9ms 28.3MB 503ms 10ms dotnet 9.0.202
csharp 3-m.cs 354ms 10ms 24.9MB 1193ms 7ms mono 6.12.0
python 8-m.py 1980ms 4.3ms 93.0MB 6417ms 260ms pypy 3.10.16
python 8.py timeout 0.0ms 14.0MB 97ms 13ms cpython 3.13.2
python 8.py timeout 0.0ms 13.2MB 143ms 40ms pyston 3.8.12