Commit 6c1ee87a authored by Martin Bauer's avatar Martin Bauer
Browse files

Removed benchmark assertion in demo_benchmark.ipynb

- tests are run in parallel to other jobs
  -> makes no sense to do performance testing there
  -> assertion randomly fails
parent 4f808d41
......@@ -156,14 +156,10 @@
plot_order = [p for p in plot_order if p in all_implementations]
def bar_plot(*shape):
names = plot_order
runtimes = tuple(do_benchmark(all_implementations[name], shape) for name in names)
for runtime, name in zip(runtimes, names):
# assert that pystencils is the fastest
# if some change degrades performance of pystencils, we see this automatically in CI system
assert runtime >= runtimes[names.index('pystencils')], "pystencils is slower than " + name
speedups = tuple(runtime / min(runtimes) for runtime in runtimes)
y_pos = np.arange(len(names))
labels = tuple(f"{name} ({round(speedup, 1)} x)" for name, speedup in zip(names, speedups))
plt.text(0.5, 0.5, f"Size {shape}", horizontalalignment='center', fontsize=16,
......@@ -185,10 +181,10 @@
bar_plot(2048, 2048)
```
%%%% Output: display_data
![](data:image/png;base64,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)
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)
%% Cell type:markdown id: tags:
All runtimes are plotted logarithmically. Numbers next to the labels show how much slower the version is than the fastest one.
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