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FEA-Bench

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FEA-Bench
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Losses
======

.. currentmodule:: optax.losses

.. 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


Convex Kullback Leibler divergence
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. autofunction:: convex_kl_divergence

Cosine distance
~~~~~~~~~~~~~~~
.. autofunction:: cosine_distance

Cosine similarity
~~~~~~~~~~~~~~~~~
.. autofunction:: cosine_similarity

Connectionist temporal classification loss
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. autofunction:: ctc_loss
.. autofunction:: ctc_loss_with_forward_probs

Hinge loss
~~~~~~~~~~
.. autofunction:: hinge_loss

Huber loss
~~~~~~~~~~
.. autofunction:: huber_loss

Kullback-Leibler divergence
~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. autofunction:: kl_divergence

L2 Squared loss
~~~~~~~~~~~~~~~
.. autofunction:: squared_error
.. autofunction:: l2_loss

Log hyperbolic cosine loss
~~~~~~~~~~~~~~~~~~~~~~~~~~
.. autofunction:: log_cosh

Normalized temperature scaled cross-entropy (NT-Xent) loss
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. autofunction:: ntxent

Sigmoid binary cross-entropy
~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. autofunction:: sigmoid_binary_cross_entropy

Sigmoid focal loss
~~~~~~~~~~~~~~~~~~
.. autofunction:: sigmoid_focal_loss

Smoothing labels
~~~~~~~~~~~~~~~~
.. autofunction:: smooth_labels

Soft-max cross-entropy
~~~~~~~~~~~~~~~~~~~~~~
.. autofunction:: safe_softmax_cross_entropy
.. autofunction:: softmax_cross_entropy
.. autofunction:: softmax_cross_entropy_with_integer_labels