dplutils.observer.aim.AimObserver

dplutils.observer.aim.AimObserver#

class dplutils.observer.aim.AimObserver(run=None, **aim_kwargs)[source]#

Aim-based observer

Aim is an ML experiment tracker with included explorer UI. See aimhubio/aim for details.

Parameters:

  • run – Existing aim run object to use for tracking.

  • aim_kwargs – In case an existing run is not supplied, one will be created, in which case aim_kwargs will be passed to its instantiation

Note

Aim does not track the time with metric, only the step and this implementation uses the default auto-increment step counter.

__init__(run=None, **aim_kwargs)[source]#

Methods

__init__([run])

increment(name[, value])

Increment a counter

observe(name, value, **kwargs)

Observe a metric value

param(name, value, **kwargs)

Record a run parameter

timer(name, **kwargs)

Return a timer context manager recoding to this observer
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