pulsatrix::CircuitNode Struct Reference

One node of a CircuitGraph: a computation-graph node plus its importance score. More...

#include <circuit_graph.hpp>

Public Attributes
NodeId	id
	The node's id in the ComputationGraph this circuit was built from.
OpType	op_type
	The node's op-type tag, copied at build time.
std::optional< std::string >	label
	The node's optional human-readable label (e.g. a layer name).
float	ablation_effect
	Ablation importance: the L2 distance between the network's real output and the output it produces when this node's activation is replaced by zeros.

Detailed Description

One node of a CircuitGraph: a computation-graph node plus its importance score.

Member Data Documentation

ablation_effect

float pulsatrix::CircuitNode::ablation_effect

Ablation importance: the L2 distance between the network's real output and the output it produces when this node's activation is replaced by zeros.

Note

Larger means "zeroing this node changes what the network outputs more", i.e. this node matters more. Always >= 0. The output node's score is 0.0f by convention, not by computation – see ExplainerContext::build_circuit_graph().

id

NodeId pulsatrix::CircuitNode::id

The node's id in the ComputationGraph this circuit was built from.

label

std::optional<std::string> pulsatrix::CircuitNode::label

The node's optional human-readable label (e.g. a layer name).

op_type

OpType pulsatrix::CircuitNode::op_type

The node's op-type tag, copied at build time.

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The documentation for this struct was generated from the following file:

• include/pulsatrix/circuit_graph.hpp