InfoNCE

class lightning_ir.loss.listwise.InfoNCE[source]

Bases: ListwiseLossFunction

InfoNCE loss for listwise ranking tasks. Originally proposed in: Representation Learning with Contrastive Predictive Coding

Methods

compute_loss(output, batch)

Compute the InfoNCE loss.
compute_loss(output: LightningIROutput, batch: TrainBatch) → torch.Tensor[source]

Compute the InfoNCE loss.

Parameters:

  • output (LightningIROutput) – The output from the model containing scores.

  • batch (TrainBatch) – The training batch containing targets.

Returns:

The computed loss.

Return type:

torch.Tensor