Programming Language and compiler
Benchmarks

Results for 38 of 40 languages from this run on actest1.

Unavailable in this run: Hack, Lisp. Follow the run link for failure details.

Chapel VS C# benchmarks

Current benchmark data was generated on Sun Sep 27 2026, full log can be found HERE

CONTRIBUTIONS are WELCOME!

[x86_64][4 cores] Intel(R) Core(TM) i7-3687U CPU @ 2.10GHz (Model 58)

* -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 1295ms 11ms 187.1MB 1320ms 160ms dotnet 9.0.318
chapel 4.chpl 2730ms 14ms 64.8MB 2707ms 7ms chpl 2.9.0
chapel 3.chpl 3169ms 6.1ms 66.7MB 3147ms 13ms chpl 2.9.0

Input: 15

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 4.chpl 254ms 3.1ms 36.7MB 237ms 7ms chpl 2.9.0
csharp 1.cs 287ms 27ms 55.0MB 213ms 33ms dotnet 9.0.318
chapel 3.chpl 292ms 6.5ms 34.8MB 267ms 10ms chpl 2.9.0

coro-prime-sieve

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 1-m.cs 3524ms 240ms 77.2MB 12327ms 143ms dotnet 9.0.318
chapel 1-m.chpl 3525ms 26ms 223.5MB 6913ms 87ms chpl 2.9.0

Input: 1000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 1-m.chpl 208ms 12ms 198.2MB 350ms 27ms chpl 2.9.0
csharp 1-m.cs 433ms 30ms 41.3MB 1257ms 27ms dotnet 9.0.318

edigits

Input: 250001

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 1.chpl 102ms 3.9ms 36.7MB 87ms 7ms chpl 2.9.0
csharp 1.cs 8169ms 4.7ms 39.1MB 8167ms 20ms dotnet 9.0.318

Input: 100000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 1.chpl 45ms 2.1ms 34.7MB 33ms 3ms chpl 2.9.0
csharp 1.cs 1436ms 18ms 36.0MB 1407ms 10ms dotnet 9.0.318

fasta

Input: 2500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 5-m.chpl 183ms 21ms 30.7MB 330ms 0ms chpl 2.9.0
csharp 5-m.cs 228ms 1.4ms 45.9MB 590ms 100ms dotnet 9.0.318

Input: 250000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 5.chpl 34ms 4.1ms 32.7MB 40ms 0ms chpl 2.9.0
csharp 5-m.cs 89ms 8.4ms 41.0MB 130ms 10ms dotnet 9.0.318

helloworld

Input: QwQ

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 1.chpl 9.9ms 0.4ms 32.6MB 0ms 0ms chpl 2.9.0
csharp 1.cs 46ms 3.5ms 24.6MB 30ms 2ms dotnet 9.0.318

knucleotide

Input: 2500000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
csharp 6-m.cs 1157ms 42ms 72.1MB 2957ms 37ms dotnet 9.0.318
chapel 3-m.chpl 1364ms 2.9ms 88.7MB 2573ms 23ms chpl 2.9.0

Input: 250000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 3-m.chpl 197ms 3.4ms 90.7MB 337ms 7ms chpl 2.9.0
csharp 6-m.cs 289ms 10ms 58.9MB 450ms 33ms dotnet 9.0.318

nbody

Input: 5000000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 2.chpl 574ms 2.9ms 32.6MB 560ms 0ms chpl 2.9.0
csharp 8.cs 783ms 1.5ms 29.6MB 760ms 10ms dotnet 9.0.318
csharp 9.cs 997ms 4.7ms 29.6MB 967ms 17ms dotnet 9.0.318

Input: 500000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 2.chpl 71ms 4.0ms 32.6MB 53ms 7ms chpl 2.9.0
csharp 8.cs 159ms 7.2ms 30.1MB 140ms 3ms dotnet 9.0.318
csharp 9.cs 228ms 3.1ms 29.9MB 203ms 10ms dotnet 9.0.318

pidigits

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 2.chpl 568ms 1.2ms 34.7MB 553ms 7ms chpl 2.9.0
csharp 1.cs 4990ms 415ms 40.2MB 4877ms 317ms dotnet 9.0.318

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 2.chpl 148ms 3.7ms 34.7MB 133ms 3ms chpl 2.9.0
csharp 1.cs 1338ms 83ms 39.5MB 1447ms 73ms dotnet 9.0.318

regex-redux

Input: 2500000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 3.chpl 1885ms 8.8ms 183.6MB 1837ms 37ms chpl 2.9.0
csharp 5.cs 2515ms 24ms 440.0MB 2690ms 250ms dotnet 9.0.318
csharp 6.cs 3319ms 218ms 437.6MB 3393ms 273ms dotnet 9.0.318

Input: 250000_in

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 3.chpl 206ms 3.4ms 47.1MB 190ms 7ms chpl 2.9.0
csharp 5.cs 394ms 5.1ms 73.8MB 370ms 33ms dotnet 9.0.318
csharp 6.cs 560ms 7.0ms 75.4MB 530ms 33ms dotnet 9.0.318

secp256k1

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 1.chpl 1641ms 12ms 30.7MB 1630ms 0ms chpl 2.9.0
csharp 1.cs 4071ms 82ms 37.6MB 4150ms 47ms dotnet 9.0.318

Input: 500

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 1.chpl 423ms 3.4ms 32.7MB 413ms 0ms chpl 2.9.0
csharp 1.cs 1287ms 120ms 37.8MB 1393ms 27ms dotnet 9.0.318

spectral-norm

Input: 8000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 1-m.chpl 5887ms 19ms 30.6MB 11737ms 7ms chpl 2.9.0
csharp 3-m.cs 5928ms 20ms 33.5MB 23127ms 17ms dotnet 9.0.318
chapel 1.chpl 11110ms 28ms 30.7MB 11090ms 7ms chpl 2.9.0

Input: 4000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 1-m.chpl 1478ms 1.2ms 32.6MB 2927ms 0ms chpl 2.9.0
csharp 3-m.cs 1536ms 1.6ms 34.0MB 5793ms 13ms dotnet 9.0.318
chapel 1.chpl 2794ms 6.7ms 30.7MB 2783ms 0ms chpl 2.9.0

Input: 2000

lang code time stddev peak-mem mem time(user) time(sys) compiler compiler/runtime
chapel 1-m.chpl 380ms 1.0ms 30.6MB 727ms 3ms chpl 2.9.0
csharp 3-m.cs 449ms 3.7ms 33.3MB 1487ms 17ms dotnet 9.0.318
chapel 1.chpl 715ms 4.1ms 32.6MB 700ms 3ms chpl 2.9.0