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author | Petros Mol <pmol@google.com> | 2018-05-21 17:15:39 -0700 |
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committer | TensorFlower Gardener <gardener@tensorflow.org> | 2018-05-21 17:18:16 -0700 |
commit | c3587c5f25ed9dfc173476e61b1ec0445c2989be (patch) | |
tree | a5d16b3032c310c71175945483ea58626ba62a8e /tensorflow/contrib/losses | |
parent | 006e293c7bc8a30ea8f9618cd305bc8719a96638 (diff) |
Improves documentation of labels and logits arguments in hinge loss methods .
PiperOrigin-RevId: 197487120
Diffstat (limited to 'tensorflow/contrib/losses')
-rw-r--r-- | tensorflow/contrib/losses/python/losses/loss_ops.py | 7 |
1 files changed, 5 insertions, 2 deletions
diff --git a/tensorflow/contrib/losses/python/losses/loss_ops.py b/tensorflow/contrib/losses/python/losses/loss_ops.py index bdad34a665..651de4e2f4 100644 --- a/tensorflow/contrib/losses/python/losses/loss_ops.py +++ b/tensorflow/contrib/losses/python/losses/loss_ops.py @@ -482,9 +482,12 @@ def hinge_loss(logits, labels=None, scope=None): """Method that returns the loss tensor for hinge loss. Args: - logits: The logits, a float tensor. + logits: The logits, a float tensor. Note that logits are assumed to be + unbounded and 0-centered. A value > 0 (resp. < 0) is considered a positive + (resp. negative) binary prediction. labels: The ground truth output tensor. Its shape should match the shape of - logits. The values of the tensor are expected to be 0.0 or 1.0. + logits. The values of the tensor are expected to be 0.0 or 1.0. Internally + the {0,1} labels are converted to {-1,1} when calculating the hinge loss. scope: The scope for the operations performed in computing the loss. Returns: |