6bf3f51cd0a312da842157665663c2dad9983248,tensorflow_ranking/python/losses_impl.py,ClickEMLoss,_compute_latent_prob,#ClickEMLoss#,914

Before Change


              tf.compat.v1.where(is_clicked, tf.ones_like(prob), prob))
          for prob in [exam_prob_given_non_clicks, rel_prob_given_non_clicks]
      ]
      return exam_prob_given_non_clicks, rel_prob_given_non_clicks

  def compute_unreduced_loss(self, labels, logits):
    Computes the loss for each element.

After Change


      exam_prob_posterior = tf.compat.v1.where(
          is_clicked, tf.ones_like(exam_logits_posterior),
          tf.sigmoid(exam_logits_posterior))
      rel_prob_posterior = tf.compat.v1.where(
          is_clicked, tf.ones_like(rel_logits_posterior),
          tf.sigmoid(rel_logits_posterior))
      return tf.stop_gradient(exam_prob_posterior), tf.stop_gradient(
          rel_prob_posterior)

  def compute_unreduced_loss(self, labels, logits):
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 3

Instances


Project Name: tensorflow/ranking
Commit Name: 6bf3f51cd0a312da842157665663c2dad9983248
Time: 2021-01-29
Author: xuanhui@google.com
File Name: tensorflow_ranking/python/losses_impl.py
Class Name: ClickEMLoss
Method Name: _compute_latent_prob


Project Name: tensorflow/models
Commit Name: fcd690b14b04c11e7f25b9d473db056c4b7947b3
Time: 2020-09-30
Author: tanzheny@google.com
File Name: official/vision/beta/ops/anchor.py
Class Name: AnchorLabeler
Method Name: label_anchors


Project Name: suavecode/SUAVE
Commit Name: 0a7bbb0f733a33a072aa1327dc4699d317d4ce56
Time: 2015-09-21
Author: ebotero@stanford.edu
File Name: trunk/SUAVE/Optimization/Nexus.py
Class Name: Nexus
Method Name: finite_difference