AudioTransformer class

A Transformer model adapted for audio classification.

This model expects pre-extracted audio features (e.g., MFCCs, spectrogram slices) as a sequence of ValueVectors.

Inheritance

Constructors

AudioTransformer({required int featureDim, required int embedSize, required int maxAudioSequenceLength, required int numClasses, int numLayers = 2, int numHeads = 4})

Properties

embedSize → int
final
featureDim → int
final
featureProjection → Layer
final
hashCode → int
The hash code for this object.
no setterinherited
maxAudioSequenceLength → int
final
mlpHead → Layer
final
numClasses → int
final
numHeads → int
final
numLayers → int
final
positionEmbeddings → List<ValueVector>
final
runtimeType → Type
A representation of the runtime type of the object.
no setterinherited
transformerEncoder → TransformerEncoder
final

Methods

forward(List<ValueVector> audioFeatures) → List<Value>
The forward pass for the Audio Transformer.
noSuchMethod(Invocation invocation) → dynamic
Invoked when a nonexistent method or property is accessed.
inherited
parameters() → List<Value>
override
toString() → String
A string representation of this object.
inherited
zeroGrad() → void
inherited

Operators

operator ==(Object other) → bool
The equality operator.
inherited