laymon.monitor

Module Contents

Classes

ObserverHookObject(kwargs)	AN object used to store:
FeatureMapMonitor()	A monitor type class for visualizing the feature maps of a neural network.

class laymon.monitor.ObserverHookObject(kwargs)

AN object used to store: 1. The observer object which is being hooked 2. Parameters being monitored 3. Handler of the hooked layer

class laymon.monitor.FeatureMapMonitor

Bases: laymon.interfaces.Monitor

A monitor type class for visualizing the feature maps of a neural network.

add_observer(self, layer_observer)

1. Creates a layer observer object.
2. Hooks the layer to capture the activation map of the layer.
3. Adds the observer object to the list of monitored observers.

Parameters:layer_observer – Observer object

remove_observer(self, layer_observer=None, layer_name=None)

If the layer observer/layer name is in the list of monitored observers:

1. Unhook the layer.
2. Remove the layer observer from the list of monitored observers.

Parameters:

• layer_observer – Layer Observer.
• layer_name – Name of the layer being monitored.

Returns:

True/False based on whether the observer by deleted or not.

static _is_layer_single_dim(layer)

Checks if the layer is a single dimensional layer

_get_activation_map(self, layer_name)

Hooks the layer to capture activation maps for the given layer and return the handler to the hook

notify_observers(self)

Updates all the observers being monitored with the new parameters

get_registered_observers(self)

Returns the list of observers being monitored.