Programming Language and compiler
Benchmarks

Python VS C# benchmarks

Current benchmark data was generated on Wed Feb 08 2023, full log can be found HERE

CONTRIBUTIONS are WELCOME!

[x86_64][2 cores] Intel(R) Xeon(R) Platinum 8171M CPU @ 2.60GHz (Model 85)

* -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 1718ms 34ms 303.4MB 1583ms 217ms dotnet/aot 7.0.102
python 1.py 1922ms 8.8ms 217.4MB 1770ms 137ms pypy 3.9.16
csharp 1.cs 1977ms 81ms 433.3MB 1717ms 333ms dotnet 7.0.102
csharp 1.cs 2754ms 23ms 106.2MB 3340ms 227ms mono 6.12.0
python 1.py timeout 0.0ms 40.8MB 4963ms 17ms cpython 3.11.2
python 1.py timeout 0.0ms 40.3MB 4950ms 27ms pyston 3.8.12

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 148ms 2.4ms 74.3MB 113ms 13ms pypy 3.9.16
csharp 1.cs 173ms 7.2ms 60.2MB 137ms 30ms dotnet/aot 7.0.102
csharp 1.cs 190ms 1.8ms 46.1MB 167ms 13ms mono 6.12.0
csharp 1.cs 345ms 16ms 151.8MB 240ms 73ms dotnet 7.0.102
python 1.py 776ms 2.6ms 11.9MB 753ms 7ms pyston 3.8.12
python 1.py 1144ms 6.2ms 12.5MB 1120ms 3ms cpython 3.11.2

coro-prime-sieve

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 1472ms 22ms 227.4MB 1350ms 107ms pypy 3.9.16
csharp 1.cs timeout 0.0ms 159.0MB 9133ms 113ms dotnet 7.0.102
csharp 1.cs timeout 0.0ms 65.9MB 9127ms 70ms dotnet/aot 7.0.102
python 1.py timeout 0.0ms 20.1MB 4973ms 7ms cpython 3.11.2
python 1.py timeout 0.0ms 17.1MB 4977ms 3ms pyston 3.8.12

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 312ms 5.3ms 87.6MB 267ms 27ms pypy 3.9.16
csharp 1-m.cs 374ms 8.9ms 54.9MB 623ms 27ms dotnet/aot 7.0.102
csharp 1-m.cs 729ms 80ms 145.2MB 1137ms 70ms dotnet 7.0.102
python 1.py 913ms 1.0ms 19.9MB 897ms 3ms cpython 3.11.2
python 1.py 989ms 2.8ms 16.9MB 973ms 0ms pyston 3.8.12

edigits

Input: 250001

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 706ms 5.1ms 78.4MB 660ms 27ms pypy 3.9.16
python 1.py 1670ms 7.4ms 10.1MB 1657ms 0ms cpython 3.11.2
python 1.py 2754ms 4.2ms 9.6MB 2730ms 3ms pyston 3.8.12
csharp 1.cs timeout 0.0ms 112.0MB 4923ms 37ms dotnet 7.0.102
csharp 1.cs timeout 0.0ms 22.6MB 4990ms 0ms dotnet/aot 7.0.102

Input: 100000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 196ms 1.0ms 73.2MB 163ms 13ms pypy 3.9.16
python 1.py 310ms 1.7ms 9.4MB 297ms 3ms cpython 3.11.2
python 1.py 482ms 2.3ms 8.9MB 463ms 3ms pyston 3.8.12
csharp 1.cs 1006ms 2.0ms 19.3MB 990ms 10ms dotnet/aot 7.0.102
csharp 1.cs 1148ms 0.6ms 109.6MB 1083ms 37ms dotnet 7.0.102

fasta

Input: 2500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 5-m.cs 372ms 28ms 67.2MB 583ms 107ms dotnet/aot 7.0.102
csharp 5-m.cs 590ms 61ms 156.5MB 887ms 137ms dotnet 7.0.102
csharp 5-m.cs 645ms 15ms 60.3MB 1077ms 137ms mono 6.12.0
python 5-m.py 3319ms 2874ms 76.1MB 6847ms 1390ms pypy 3.9.16
python 1.py 3477ms 32ms 84.7MB 3433ms 23ms pypy 3.9.16
python 5-m.py 3960ms 31ms 12.5MB 5733ms 1390ms pyston 3.8.12
python 1.py 4684ms 24ms 7.9MB 4667ms 0ms pyston 3.8.12
python 5-m.py 4713ms 13ms 13.6MB 6807ms 1347ms cpython 3.11.2
python 1.py timeout 0.0ms 8.6MB 4977ms 3ms cpython 3.11.2

Input: 250000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 5.cs 73ms 29ms 24.4MB 77ms 27ms dotnet/aot 7.0.102
csharp 5.cs 107ms 3.8ms 34.1MB 137ms 23ms mono 6.12.0
csharp 5.cs 163ms 6.8ms 111.5MB 130ms 70ms dotnet 7.0.102
python 1.py 425ms 2.0ms 73.7MB 383ms 23ms pypy 3.9.16
python 5-m.py 479ms 2.6ms 12.6MB 630ms 173ms pyston 3.8.12
python 1.py 495ms 15ms 7.9MB 480ms 0ms pyston 3.8.12
python 5-m.py 559ms 1.6ms 13.5MB 737ms 167ms cpython 3.11.2
python 1.py 715ms 1.6ms 8.7MB 700ms 0ms cpython 3.11.2
python 5-m.py 932ms 8.4ms 76.0MB 1000ms 530ms pypy 3.9.16

helloworld

Input: QwQ

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 1.cs 8.0ms 0.9ms 10.1MB 0ms 0ms dotnet/aot 7.0.102
python 1.py 15ms 0.7ms 7.3MB 10ms 0ms pyston 3.8.12
python 1.py 16ms 1.3ms 8.5MB 10ms 0ms cpython 3.11.2
csharp 1.cs 24ms 1.3ms 23.6MB 10ms 2ms mono 6.12.0
python 1.py 39ms 0.9ms 52.8MB 12ms 12ms pypy 3.9.16
csharp 1.cs 91ms 4.1ms 101.5MB 30ms 32ms dotnet 7.0.102

http-server

Input: 3000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 2-http2.cs 1129ms 7.3ms 198.2MB 1167ms 170ms dotnet 7.0.102
csharp 2.cs 1150ms 43ms 235.2MB 973ms 657ms dotnet 7.0.102
csharp 1-m.cs 1248ms 24ms 252.7MB 1233ms 663ms dotnet 7.0.102
python 1.py 1999ms 21ms 33.2MB 1513ms 1027ms pyston 3.8.12
csharp 2-http3.cs 2141ms 126ms 363.6MB 2693ms 497ms dotnet 7.0.102
python 1.py 2432ms 32ms 31.7MB 1927ms 1063ms cpython 3.11.2
python 1.py timeout 0.0ms 123.9MB 3880ms 1013ms pypy 3.9.16

Input: 500

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 444ms 7.4ms 27.9MB 337ms 183ms pyston 3.8.12
python 1.py 486ms 14ms 24.9MB 383ms 177ms cpython 3.11.2
csharp 2.cs 607ms 25ms 158.8MB 497ms 173ms dotnet 7.0.102
csharp 1.cs 697ms 40ms 172.1MB 660ms 237ms dotnet 7.0.102
csharp 2-http2.cs 973ms 6.4ms 165.2MB 897ms 153ms dotnet 7.0.102
csharp 2-http3.cs 1082ms 25ms 178.1MB 1060ms 167ms dotnet 7.0.102
python 1.py 1219ms 33ms 95.5MB 953ms 227ms pypy 3.9.16

json-serde

Input: sample 5000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 1.py 315ms 5.0ms 38.8MB 260ms 37ms pyston 3.8.12
python 1.py 326ms 13ms 41.3MB 293ms 13ms cpython 3.11.2
python 1.py 464ms 7.3ms 98.6MB 400ms 47ms pypy 3.9.16
csharp 2.cs 502ms 7.6ms 145.0MB 407ms 60ms dotnet 7.0.102
csharp 1.cs 807ms 5.6ms 217.9MB 770ms 117ms dotnet 7.0.102

Input: canada 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 2.cs 2278ms 139ms 342.6MB 2337ms 183ms dotnet 7.0.102
python 1.py 2904ms 9.6ms 222.9MB 2743ms 143ms cpython 3.11.2
python 1.py 2943ms 16ms 220.7MB 2763ms 163ms pyston 3.8.12
python 1.py 3080ms 55ms 239.3MB 2950ms 113ms pypy 3.9.16
csharp 1.cs 3460ms 49ms 859.9MB 3380ms 483ms dotnet 7.0.102

knucleotide

Input: 2500000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 6.cs 1218ms 5.5ms 53.5MB 1800ms 23ms dotnet/aot 7.0.102
csharp 6-m.cs 1586ms 11ms 144.3MB 2663ms 63ms dotnet 7.0.102
csharp 6-m.cs 2173ms 107ms 71.3MB 3497ms 33ms mono 6.12.0
python 3-m.py 4923ms 24ms 209.9MB 8630ms 467ms pypy 3.9.16
python 3.py timeout 0.0ms 35.1MB 100ms 27ms cpython 3.11.2
python 3.py timeout 0.0ms 34.2MB 80ms 27ms pyston 3.8.12

Input: 250000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 6.cs 188ms 6.5ms 42.3MB 210ms 30ms dotnet/aot 7.0.102
csharp 6.cs 326ms 31ms 53.5MB 440ms 17ms mono 6.12.0
csharp 6.cs 355ms 8.1ms 132.9MB 387ms 67ms dotnet 7.0.102
python 3-m.py 686ms 12ms 86.1MB 1000ms 143ms pypy 3.9.16
python 3-m.py 737ms 14ms 17.6MB 1283ms 47ms pyston 3.8.12
python 3-m.py 1024ms 9.7ms 16.9MB 1843ms 43ms cpython 3.11.2

lru

Input: 1000 1000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 2.cs 165ms 1.5ms 10.2MB 160ms 0ms dotnet/aot 7.0.102
csharp 2.cs 247ms 7.9ms 27.3MB 227ms 3ms mono 6.12.0
csharp 2.cs 272ms 2.4ms 102.2MB 213ms 27ms dotnet 7.0.102
python 2.py 284ms 4.9ms 70.9MB 253ms 13ms pypy 3.9.16
python 1.py 313ms 4.7ms 72.0MB 270ms 27ms pypy 3.9.16
python 1.py 1120ms 2.0ms 9.0MB 1107ms 0ms pyston 3.8.12
python 2.py 1293ms 9.6ms 8.7MB 1273ms 3ms pyston 3.8.12
python 1.py 1484ms 19ms 9.4MB 1467ms 0ms cpython 3.11.2
python 2.py 1699ms 14ms 9.1MB 1687ms 0ms cpython 3.11.2
csharp 1.cs 1879ms 12ms 56.1MB 1850ms 27ms dotnet/aot 7.0.102
csharp 1.cs 2048ms 2.1ms 145.7MB 1967ms 67ms dotnet 7.0.102
csharp 1.cs 4010ms 16ms 47.7MB 3953ms 50ms mono 6.12.0

Input: 1000 3000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 2.cs 492ms 13ms 10.1MB 483ms 0ms dotnet/aot 7.0.102
csharp 2.cs 535ms 11ms 101.9MB 483ms 30ms dotnet 7.0.102
csharp 2.cs 634ms 5.8ms 25.3MB 617ms 3ms mono 6.12.0
python 2.py 667ms 16ms 71.1MB 630ms 23ms pypy 3.9.16
python 1.py 711ms 2.5ms 72.3MB 680ms 13ms pypy 3.9.16
python 2-m.py 3295ms 2854ms 9.2MB 4943ms 0ms cpython 3.11.2
python 1.py 3305ms 23ms 9.0MB 3287ms 0ms pyston 3.8.12
python 2.py 3823ms 41ms 8.6MB 3810ms 0ms pyston 3.8.12
python 1.py 4427ms 18ms 9.3MB 4410ms 0ms cpython 3.11.2
csharp 1.cs timeout 0.0ms 146.6MB 4930ms 57ms dotnet 7.0.102
csharp 1.cs timeout 0.0ms 56.4MB 4970ms 23ms dotnet/aot 7.0.102
csharp 1.cs timeout 0.0ms 47.9MB 4960ms 33ms mono 6.12.0

Input: 100 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 2.cs 85ms 0.6ms 8.1MB 80ms 0ms dotnet/aot 7.0.102
csharp 2.cs 132ms 0.6ms 25.3MB 120ms 0ms mono 6.12.0
python 2.py 188ms 6.7ms 71.4MB 157ms 20ms pypy 3.9.16
csharp 2.cs 190ms 5.7ms 102.2MB 127ms 30ms dotnet 7.0.102
python 1.py 206ms 1.7ms 72.5MB 170ms 20ms pypy 3.9.16
python 1.py 540ms 9.0ms 8.7MB 527ms 0ms pyston 3.8.12
python 2.py 602ms 4.0ms 8.2MB 583ms 0ms pyston 3.8.12
python 1.py 707ms 4.4ms 8.7MB 693ms 0ms cpython 3.11.2
python 2.py 854ms 5.2ms 8.4MB 837ms 0ms cpython 3.11.2
csharp 1.cs timeout 0.0ms 137.6MB 4907ms 57ms dotnet 7.0.102
csharp 1.cs timeout 0.0ms 51.2MB 4953ms 40ms dotnet/aot 7.0.102
csharp 1.cs timeout 0.0ms 29.4MB 4967ms 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 1053ms 5.7ms 382.4MB 917ms 193ms dotnet/aot 7.0.102
csharp 1.cs 1147ms 32ms 303.2MB 1003ms 183ms dotnet/aot 7.0.102
csharp 2.cs 1283ms 16ms 497.2MB 1037ms 270ms dotnet 7.0.102
csharp 1.cs 1342ms 22ms 501.9MB 1127ms 263ms dotnet 7.0.102
csharp 1.cs 2174ms 53ms 142.9MB 2760ms 160ms mono 6.12.0
python 1.py 2976ms 31ms 230.6MB 2797ms 163ms pypy 3.9.16
python 1.py timeout 0.0ms 92.9MB 4933ms 47ms cpython 3.11.2
python 1.py timeout 0.0ms 130.2MB 4930ms 50ms pyston 3.8.12

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 2.cs 249ms 14ms 141.6MB 183ms 60ms dotnet/aot 7.0.102
csharp 1.cs 308ms 9.8ms 190.9MB 203ms 93ms dotnet/aot 7.0.102
csharp 1.cs 399ms 3.3ms 72.0MB 393ms 33ms mono 6.12.0
csharp 1.cs 444ms 10ms 249.0MB 327ms 103ms dotnet 7.0.102
python 1.py 453ms 12ms 149.9MB 370ms 63ms pypy 3.9.16
csharp 2.cs 463ms 4.4ms 208.9MB 367ms 77ms dotnet 7.0.102
python 1.py timeout 0.0ms 37.3MB 4967ms 17ms cpython 3.11.2
python 1.py timeout 0.0ms 41.4MB 4967ms 13ms pyston 3.8.12

nbody

Input: 5000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 9.cs 531ms 2.8ms 98.0MB 463ms 33ms dotnet 7.0.102
csharp 8.cs 686ms 14ms 12.3MB 680ms 0ms dotnet/aot 7.0.102
csharp 8.cs 742ms 6.0ms 99.9MB 673ms 37ms dotnet 7.0.102
csharp 8.cs 1535ms 1.6ms 25.0MB 1513ms 3ms mono 6.12.0
python 2.py 2414ms 33ms 71.4MB 2383ms 17ms pypy 3.9.16
python 1.py 4354ms 39ms 70.3MB 4317ms 17ms pypy 3.9.16
python 1.py timeout 0.0ms 8.4MB 4983ms 0ms cpython 3.11.2
python 2.py timeout 0.0ms 8.6MB 4987ms 0ms cpython 3.11.2
python 1.py timeout 0.0ms 8.4MB 4983ms 3ms pyston 3.8.12
python 2.py timeout 0.0ms 7.9MB 4973ms 7ms pyston 3.8.12

Input: 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 8.cs 78ms 3.2ms 10.0MB 73ms 0ms dotnet/aot 7.0.102
csharp 9.cs 144ms 2.8ms 98.4MB 83ms 33ms dotnet 7.0.102
csharp 8.cs 172ms 6.9ms 102.3MB 117ms 27ms dotnet 7.0.102
csharp 8.cs 181ms 0.8ms 25.0MB 157ms 3ms mono 6.12.0
python 2.py 309ms 3.3ms 71.0MB 277ms 17ms pypy 3.9.16
python 1.py 499ms 4.8ms 70.3MB 460ms 20ms pypy 3.9.16
python 1.py 1397ms 19ms 8.3MB 1380ms 0ms pyston 3.8.12
python 2.py 1891ms 7.9ms 7.9MB 1873ms 3ms pyston 3.8.12
python 1.py 3917ms 146ms 8.4MB 3903ms 0ms cpython 3.11.2
python 2.py 4128ms 39ms 8.6MB 4107ms 0ms cpython 3.11.2

nsieve

Input: 12

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 2.cs 758ms 4.2ms 17.9MB 753ms 0ms dotnet/aot 7.0.102
csharp 2.cs 923ms 3.8ms 109.3MB 860ms 37ms dotnet 7.0.102
csharp 1.cs 1090ms 39ms 71.9MB 1063ms 20ms dotnet/aot 7.0.102
csharp 1.cs 1355ms 47ms 82.5MB 1317ms 23ms mono 6.12.0
csharp 1.cs 1931ms 106ms 158.9MB 1843ms 53ms dotnet 7.0.102
csharp 2.cs 3286ms 22ms 31.9MB 3267ms 7ms mono 6.12.0
python 1.py timeout 0.0ms 321.1MB 4883ms 97ms cpython 3.11.2
python 2.py timeout 0.0ms 633.7MB 4543ms 437ms cpython 3.11.2
python 1.py timeout 0.0ms 382.8MB 4817ms 160ms pypy 3.9.16
python 2.py timeout 0.0ms 984.6MB 4567ms 407ms pypy 3.9.16
python 1.py timeout 0.0ms 320.4MB 4907ms 73ms pyston 3.8.12
python 2.py timeout 0.0ms 633.0MB 4470ms 513ms pyston 3.8.12

Input: 10

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 1.cs 174ms 11ms 30.5MB 153ms 13ms dotnet/aot 7.0.102
csharp 2.cs 189ms 9.5ms 11.4MB 173ms 0ms dotnet/aot 7.0.102
csharp 1.cs 225ms 4.3ms 40.6MB 200ms 7ms mono 6.12.0
csharp 2.cs 290ms 2.2ms 104.8MB 233ms 23ms dotnet 7.0.102
csharp 1.cs 405ms 14ms 114.9MB 337ms 33ms dotnet 7.0.102
csharp 2.cs 805ms 2.3ms 26.1MB 787ms 3ms mono 6.12.0
python 1.py 1274ms 13ms 207.0MB 1197ms 60ms pypy 3.9.16
python 2.py 1351ms 12ms 164.3MB 1267ms 73ms pyston 3.8.12
python 2.py 2045ms 5.7ms 164.8MB 1947ms 80ms cpython 3.11.2
python 2.py 2170ms 38ms 210.3MB 2020ms 130ms pypy 3.9.16
python 1.py 2641ms 32ms 86.0MB 2583ms 40ms pyston 3.8.12
python 1.py 4357ms 11ms 86.7MB 4297ms 40ms cpython 3.11.2

pidigits

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 4.py 2886ms 4.0ms 9.0MB 2840ms 27ms pyston 3.8.12
python 4.py 2892ms 0.9ms 9.5MB 2843ms 33ms cpython 3.11.2
python 4.py 2991ms 35ms 125.0MB 2913ms 57ms pypy 3.9.16
csharp 1.cs timeout 0.0ms 155.9MB 4923ms 147ms dotnet 7.0.102
csharp 1.cs timeout 0.0ms 57.3MB 4960ms 33ms dotnet/aot 7.0.102

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
python 4.py 705ms 18ms 9.1MB 687ms 0ms cpython 3.11.2
python 4.py 713ms 23ms 8.8MB 700ms 0ms pyston 3.8.12
python 4.py 774ms 10ms 77.2MB 730ms 23ms pypy 3.9.16
csharp 1.cs 1333ms 7.2ms 56.5MB 1290ms 33ms dotnet/aot 7.0.102
csharp 1.cs 1458ms 0.2ms 156.3MB 1413ms 90ms dotnet 7.0.102

regex-redux

Input: 2500000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 5.cs 3780ms 13ms 600.5MB 3770ms 253ms dotnet 7.0.102
python 1.py 3909ms 20ms 273.0MB 3747ms 143ms pypy 3.9.16
csharp 6.cs 4186ms 22ms 591.0MB 4060ms 253ms dotnet 7.0.102
csharp 6.cs 4329ms 8.4ms 504.8MB 4173ms 210ms dotnet/aot 7.0.102
csharp 5.cs timeout 0.0ms 185.8MB 4950ms 103ms dotnet/aot 7.0.102
python 1.py timeout 0.0ms 106.7MB 4930ms 57ms cpython 3.11.2
python 1.py timeout 0.0ms 108.8MB 4920ms 60ms pyston 3.8.12

Input: 250000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 6.cs 461ms 10ms 73.9MB 433ms 27ms dotnet/aot 7.0.102
python 1.py 537ms 4.5ms 95.5MB 483ms 40ms pypy 3.9.16
csharp 5.cs 575ms 9.7ms 168.1MB 487ms 70ms dotnet 7.0.102
csharp 6.cs 669ms 16ms 163.9MB 573ms 70ms dotnet 7.0.102
csharp 5.cs 841ms 9.2ms 72.1MB 797ms 43ms dotnet/aot 7.0.102
python 1.py 932ms 27ms 30.5MB 890ms 23ms pyston 3.8.12
python 1.py 982ms 2.5ms 31.9MB 937ms 30ms cpython 3.11.2

secp256k1

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 1.cs timeout 0.0ms 150.9MB 4957ms 53ms dotnet 7.0.102
csharp 1.cs timeout 0.0ms 60.0MB 4970ms 23ms dotnet/aot 7.0.102
python 1.py timeout 0.0ms 8.4MB 4987ms 0ms cpython 3.11.2
python 1.py timeout 0.0ms 78.4MB 4950ms 27ms pypy 3.9.16
python 1.py timeout 0.0ms 8.4MB 4987ms 0ms pyston 3.8.12

Input: 500

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 1.cs 1271ms 11ms 57.9MB 1233ms 33ms dotnet/aot 7.0.102
python 1.py 1339ms 1.6ms 8.3MB 1323ms 0ms pyston 3.8.12
python 1.py 1443ms 2.4ms 8.4MB 1433ms 0ms cpython 3.11.2
csharp 1.cs 1465ms 51ms 148.9MB 1420ms 63ms dotnet 7.0.102
python 1.py 1749ms 4.6ms 74.8MB 1720ms 13ms pypy 3.9.16

spectral-norm

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 3-m.cs 2549ms 81ms 13.6MB 4870ms 13ms dotnet/aot 7.0.102
csharp 3-m.cs 4653ms 9.5ms 106.8MB 8870ms 43ms dotnet 7.0.102
csharp 3.cs timeout 0.0ms 27.1MB 9733ms 10ms mono 6.12.0
python 8.py timeout 0.0ms 16.5MB 60ms 17ms cpython 3.11.2
python 8.py timeout 0.0ms 98.9MB 643ms 93ms pypy 3.9.16
python 8.py timeout 0.0ms 17.5MB 57ms 20ms pyston 3.8.12

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 3-m.cs 649ms 1.7ms 12.2MB 1230ms 0ms dotnet/aot 7.0.102
csharp 3-m.cs 1335ms 16ms 104.6MB 2427ms 30ms dotnet 7.0.102
csharp 3-m.cs 3239ms 166ms 29.5MB 6070ms 7ms mono 6.12.0
python 8.py timeout 0.0ms 14.3MB 133ms 20ms cpython 3.11.2
python 8.py timeout 0.0ms 103.4MB 1023ms 183ms pypy 3.9.16
python 8.py timeout 0.0ms 17.1MB 150ms 33ms pyston 3.8.12

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 3-m.cs 186ms 7.1ms 12.2MB 320ms 3ms dotnet/aot 7.0.102
csharp 3-m.cs 440ms 7.6ms 104.3MB 670ms 33ms dotnet 7.0.102
csharp 3-m.cs 820ms 6.1ms 29.6MB 1540ms 0ms mono 6.12.0
python 8-m.py 4367ms 34ms 102.1MB 7580ms 460ms pypy 3.9.16
python 8.py timeout 0.0ms 15.9MB 243ms 33ms cpython 3.11.2
python 8.py timeout 0.0ms 17.1MB 333ms 63ms pyston 3.8.12