`logs` files¶

This folder keeps some examples of log files to show the output of the simulation scripts.

Single player simulations¶

Example of output of the `main.py` program¶

See main_py3_log.txt.

Multi players simulations¶

Example of output of the `main_multiplayers.py` program¶

See main_multiplayers_py3_log.txt.

Example of output of the `main_multiplayers_more.py` program¶

See main_multiplayers_more_py3_log.txt.

Linters¶

Pylint¶

See main_pylint_log.txt for Python 2 (generic) linting report.
See main_pylint3_log.txt for Python 3 (specific) linting report.

Profilers¶

See main_py3_kernprof_log.txt from kernprof profiling.
See main_py3_profile_log.txt for an example of a line-by-line time profiler.
See main_py3_memory_profiler_log.txt for an example of a line-by-line time profiler.

Graph of time and memory consumptions¶

Time consumption¶

Note that I had added a very clean support for time consumption measures, every simulation script will output (as the end) some lines looking like this:

Giving the mean and std running times ...
For policy #0 called 'UCB($\alpha=1$)' ...
    84.3 ms ± 7.54 ms per loop (mean ± std. dev. of 10 runs)
For policy #1 called 'Thompson' ...
    89.6 ms ± 17.7 ms per loop (mean ± std. dev. of 10 runs)
For policy #3 called 'kl-UCB$^{++}$($T=1000$)' ...
    2.52 s ± 29.3 ms per loop (mean ± std. dev. of 10 runs)
For policy #2 called 'kl-UCB' ...
    2.59 s ± 284 ms per loop (mean ± std. dev. of 10 runs)

Demo_of_automatic_time_consumption_measure_between_algorithms

Memory consumption¶

Note that I had added an experimental support for time consumption measures, every simulation script will output (as the end) some lines looking like this:

Giving the mean and std memory consumption ...
For players called '3 x RhoRand-kl-UCB, rank:1' ...
    23.6 KiB ± 52 B (mean ± std. dev. of 10 runs)
For players called '3 x RandTopM-kl-UCB' ...
    1.1 KiB ± 0 B (mean ± std. dev. of 10 runs)
For players called '3 x Selfish-kl-UCB' ...
    12 B ± 0 B (mean ± std. dev. of 10 runs)
For players called '3 x MCTopM-kl-UCB' ...
    4.9 KiB ± 86 B (mean ± std. dev. of 10 runs)
For players called '3 x MCNoSensing($M=3$, $T=1000$)' ...
    12 B ± 0 B (mean ± std. dev. of 10 runs)

Demo_of_automatic_memory_consumption_measure_between_algorithms