Logging

Logging is a crucial part of the optimization, which should be customizable by the user. This page gives you the overview how to customize the logging experience with SMAC.

Level

The easiest way to change the logging behaviour is to change the level of the global logger. SMAC does this for you if you specify the logging_level in any facade.

smac = Facade(
    ...
    logging_level=20,
    ...
)

The table shows you the specific levels:

Name

Level

0

SHOW ALL

10

DEBUG

20

INFO

30

WARNING

40

ERROR

50

CRITICAL

Custom File

Sometimes, the user wants to disable or highlight specify modules. You can do that by passing a custom yaml file to the facade instead.

smac = Facade(
    ...
    logging_level="path/to/your/logging.yaml",
    ...
)

The following file shows you how to display only error messages from the intensifier but keep the level of everything else on INFO:

version: 1
disable_existing_loggers: false
formatters:
    simple:
        format: '[%(levelname)s][%(filename)s:%(lineno)d] %(message)s'
handlers:
    console:
        class: logging.StreamHandler
        level: INFO
        formatter: simple
        stream: ext://sys.stdout
loggers:
    smac.intensifier:
        level: ERROR
        handlers: [console]
root:
    level: INFO
    handlers: [console]