| # Benchmarking tips |
| |
| ## Introduction |
| |
| For benchmarking a patch we want to reduce all possible sources of |
| noise as much as possible. How to do that is very OS dependent. |
| |
| Note that low noise is required, but not sufficient. It does not |
| exclude measurement bias. |
| See ["Producing Wrong Data Without Doing Anything Obviously Wrong!" by Mytkowicz, Diwan, Hauswith and Sweeney (ASPLOS 2009)](https://users.cs.northwestern.edu/~robby/courses/322-2013-spring/mytkowicz-wrong-data.pdf) |
| for example. |
| |
| ## General |
| |
| - Use a high-resolution timer, e.g., perf under Linux. |
| |
| - Run the benchmark multiple times to be able to recognize noise. |
| |
| - Disable as many processes or services as possible on the target system. |
| |
| - Disable frequency scaling, Turbo Boost and address space |
| randomization (see OS-specific section). |
| |
| - Use static linking if the OS supports it. That avoids any variation that |
| might be introduced by loading dynamic libraries. This can be done |
| by passing `-DLLVM_BUILD_STATIC=ON` to CMake. |
| |
| - Try to avoid storage. On some systems, you can use tmpfs. Putting the |
| program, inputs and outputs on tmpfs avoids touching a real storage |
| system, which can have a pretty big variability. |
| |
| To mount it (on Linux and FreeBSD at least): |
| |
| ``` |
| mount -t tmpfs -o size=<XX>g none dir_to_mount |
| ``` |
| |
| ## Linux |
| |
| - Disable address space randomization: |
| |
| ``` |
| echo 0 > /proc/sys/kernel/randomize_va_space |
| ``` |
| |
| - Set scaling_governor to performance: |
| |
| ``` |
| for i in /sys/devices/system/cpu/cpu*/cpufreq/scaling_governor |
| do |
| echo performance > $i |
| done |
| ``` |
| |
| - Use <https://github.com/lpechacek/cpuset> to reserve CPU cores for just the |
| program you are benchmarking. If using perf, leave at least 2 cores |
| so that perf runs in one and your program in another: |
| |
| ``` |
| cset shield -c N1,N2 -k on |
| ``` |
| |
| This will move all threads out of N1 and N2. The `-k on` means |
| that even kernel threads are moved out. |
| |
| - Disable the SMT pair of the cpus you will use for the benchmark. The |
| pair of cpu N can be found in |
| `/sys/devices/system/cpu/cpuN/topology/thread_siblings_list` and |
| disabled with: |
| |
| ``` |
| echo 0 > /sys/devices/system/cpu/cpuX/online |
| ``` |
| |
| - Run the program with: |
| |
| ``` |
| cset shield --exec -- perf stat -r 10 <cmd> |
| ``` |
| |
| This will run the command after `--` in the isolated CPU cores. The |
| particular perf command runs the `<cmd>` 10 times and reports |
| statistics. |
| |
| With these in place you can expect perf variations of less than 0.1%. |
| |
| ### Linux Intel |
| |
| - Disable Turbo Boost: |
| |
| ``` |
| echo 1 > /sys/devices/system/cpu/intel_pstate/no_turbo |
| ``` |
| |