| Losses |
| ====== |
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| .. currentmodule:: optax.losses |
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| .. autosummary:: |
| convex_kl_divergence |
| cosine_distance |
| cosine_similarity |
| ctc_loss |
| ctc_loss_with_forward_probs |
| hinge_loss |
| huber_loss |
| kl_divergence |
| l2_loss |
| log_cosh |
| ntxent |
| safe_softmax_cross_entropy |
| sigmoid_binary_cross_entropy |
| sigmoid_focal_loss |
| smooth_labels |
| softmax_cross_entropy |
| softmax_cross_entropy_with_integer_labels |
| squared_error |
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| Convex Kullback Leibler divergence |
| ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
| .. autofunction:: convex_kl_divergence |
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| Cosine distance |
| ~~~~~~~~~~~~~~~ |
| .. autofunction:: cosine_distance |
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| Cosine similarity |
| ~~~~~~~~~~~~~~~~~ |
| .. autofunction:: cosine_similarity |
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| Connectionist temporal classification loss |
| ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
| .. autofunction:: ctc_loss |
| .. autofunction:: ctc_loss_with_forward_probs |
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| Hinge loss |
| ~~~~~~~~~~ |
| .. autofunction:: hinge_loss |
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| Huber loss |
| ~~~~~~~~~~ |
| .. autofunction:: huber_loss |
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| Kullback-Leibler divergence |
| ~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
| .. autofunction:: kl_divergence |
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| L2 Squared loss |
| ~~~~~~~~~~~~~~~ |
| .. autofunction:: squared_error |
| .. autofunction:: l2_loss |
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| Log hyperbolic cosine loss |
| ~~~~~~~~~~~~~~~~~~~~~~~~~~ |
| .. autofunction:: log_cosh |
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| Normalized temperature scaled cross-entropy (NT-Xent) loss |
| ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
| .. autofunction:: ntxent |
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| Sigmoid binary cross-entropy |
| ~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
| .. autofunction:: sigmoid_binary_cross_entropy |
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| Sigmoid focal loss |
| ~~~~~~~~~~~~~~~~~~ |
| .. autofunction:: sigmoid_focal_loss |
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| Smoothing labels |
| ~~~~~~~~~~~~~~~~ |
| .. autofunction:: smooth_labels |
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| Soft-max cross-entropy |
| ~~~~~~~~~~~~~~~~~~~~~~ |
| .. autofunction:: safe_softmax_cross_entropy |
| .. autofunction:: softmax_cross_entropy |
| .. autofunction:: softmax_cross_entropy_with_integer_labels |
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