scvi.module.AutoZIVAE.loss

AutoZIVAE.loss(tensors, inference_outputs, generative_outputs, kl_weight=1.0, n_obs=1.0)[source]

Compute the loss for a minibatch of data.

This function uses the outputs of the inference and generative functions to compute a loss. This many optionally include other penalty terms, which should be computed here.

This function should return an object of type LossRecorder.

Return type

Tuple[Tensor, Tensor, Tensor]Tuple[Tensor, Tensor, Tensor]