nexuml_library.scenarios.asd.linear_ae_toycaremu¶
Linear autoencoder ASD scenario on the ToyCarEmu DCASE 2026 machine.
linear_ae_toycaremu(
n_mels: int = 128,
hop_length: int = 512,
clip_num_samples: int = 160000,
hidden_dims: list[int] | None = None,
latent_dim: int = 8,
lr: float = 0.001,
batch_size: int = 64,
max_epochs: int = 25,
) -> ScenarioSpec
Linear AE anomaly detector trained on DCASE 2026 ToyCarEmu.
A decision rule is appended to the loss stage so the pipeline emits binary decisions alongside the anomaly score.
Returns:
| Name | Type | Description |
|---|---|---|
ScenarioSpec |
ScenarioSpec
|
Assembled scenario with pipeline, training, data and evaluation. |