reducing_variance.md

Reducing Variance

Disabling CPU Frequency Scaling

If you see this error:

***WARNING*** CPU scaling is enabled, the benchmark real time measurements may be noisy and will incur extra overhead.

you might want to disable the CPU frequency scaling while running the benchmark, as well as consider other ways to stabilize the performance of your system while benchmarking.

Exactly how to do this depends on the Linux distribution, desktop environment, and installed programs. Specific details are a moving target, so we will not attempt to exhaustively document them here.

One simple option is to use the cpupower program to change the performance governor to "performance". This tool is maintained along with the Linux kernel and provided by your distribution.

It must be run as root, like this:

sudo cpupower frequency-set --governor performance

After this you can verify that all CPUs are using the performance governor by running this command:

cpupower frequency-info -o proc

The benchmarks you subsequently run will have less variance.

Reducing Variance in Benchmarks

The Linux CPU frequency governor discussed above is not the only source of noise in benchmarks. Some, but not all, of the sources of variance include:

1. On multi-core machines not all CPUs/CPU cores/CPU threads run the same speed, so running a benchmark one time and then again may give a different result depending on which CPU it ran on.
2. CPU scaling features that run on the CPU, like Intel's Turbo Boost and AMD Turbo Core and Precision Boost, can temporarily change the CPU frequency even when the using the "performance" governor on Linux.
3. Context switching between CPUs, or scheduling competition on the CPU the benchmark is running on.
4. Intel Hyperthreading or AMD SMT causing the same issue as above.
5. Cache effects caused by code running on other CPUs.
6. Non-uniform memory architectures (NUMA).

These can cause variance in benchmarks results within a single run (--benchmark_repetitions=N) or across multiple runs of the benchmark program.

Reducing sources of variance is OS and architecture dependent, which is one reason some companies maintain machines dedicated to performance testing.

Some of the easier and effective ways of reducing variance on a typical Linux workstation are:

1. Use the performance governor as discussed above.
2. Disable processor boosting by:

   echo 0 | sudo tee /sys/devices/system/cpu/cpufreq/boost

   See the Linux kernel's boost.txt for more information.
3. Set the benchmark program's task affinity to a fixed cpu. For example:

   taskset -c 0 ./mybenchmark

4. Disabling Hyperthreading/SMT. This can be done in the Bios or using the /sys file system (see the LLVM project's Benchmarking tips).
5. Close other programs that do non-trivial things based on timers, such as your web browser, desktop environment, etc.
6. Reduce the working set of your benchmark to fit within the L1 cache, but do be aware that this may lead you to optimize for an unrealistic situation.

Further resources on this topic:

1. The LLVM project's Benchmarking tips.
2. The Arch Wiki Cpu frequency scaling page.