HTTPsoonInterpreterMethodology
Host
Intel Core Ultra 9 285K · 24 cores
Platform
linux/amd64
Go
go1.27.0
CPython
python:3.14-slim
PyPy
pypy:3.11-slim
Runs / combo
7 + 2 warmup

Mandelbrot (FP)

Escape-time render of the Mandelbrot set at 200×200 with 80 iters/pixel. Pure float64 tight loop.

Runtime Compile time

Runtime · median per inner-loop window

median of 7 runs

Native Gocompiled
3.39 ms0.14×
Pipitbytecode VM
24.5 msbaseline
CPython 3.14bytecode VM
146 ms5.98×
PyPy 7.3tracing JIT
13.1 ms0.54×
Ttengobytecode VM
228 ms9.34×
Sscriggobytecode VM
201 ms8.21×
Mmvmbytecode VM
189 ms7.75×
YyaegiAST walker
216 ms8.83×

Full statistics

RunnerNCompileRuntimeP95StddevRSSvs pipitStatus
Native Gocompiled7107 ms3.39 ms3.40 ms2.13 µs1.62 GiB0.14×OK
Pipitbytecode VM7906 µs24.5 ms25.0 ms246 µs591 MiB1.00×OK
CPython 3.14bytecode VM7312 µs146 ms155 ms3.12 msn/a5.98×OK
PyPy 7.3tracing JIT7243 µs13.1 ms13.8 ms681 µsn/a0.54×OK
tengobytecode VM7191 µs228 ms237 ms5.14 ms1.69 GiB9.34×OK
scriggobytecode VM7201 µs201 ms203 ms1.71 ms1.69 GiB8.21×OK
mvmbytecode VM7270 µs189 ms192 ms1.53 ms1.69 GiB7.75×OK
yaegiAST walker7325 µs216 ms236 ms10.7 ms1.69 GiB8.83×OK
Workload & symmetry rules

Workload

For each of 200×200 pixels: iterate the Mandelbrot recurrence z = z² + c up to 80 times, count the iteration at which |z| > 2. Output the sum of iteration counts so canonical hashing doesn't depend on FP equality.

Symmetry rules

  • Pure float64 scalar arithmetic (no complex type, no numpy, no math.cmath).
  • Inner loop manually unrolled per the README's reference shape; no language-specific shortcuts.

Why this benchmark exists

The one shape of work missing from the rest of the suite: a tight float64 inner loop. This is where pipit's typed float register bank pays its biggest dividend.

Source code