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td-jakubl avatar td-jakubl commented on May 20, 2024
  1. For small values tf.math.log(output) is negative
  2. tf.clip_by_value() is not working for nan e.g. if output contains nan then tf.clip_by_value(output,epsilon,1-epsilon) also contains nan if I'm not mistaken

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yijianSU22 avatar yijianSU22 commented on May 20, 2024
  1. For small values tf.math.log(output) is negative
  2. tf.clip_by_value() is not working for nan e.g. if output contains nan then tf.clip_by_value(output,epsilon,1-epsilon) also contains nan if I'm not mistaken

Thanks very much, yes, you're right. here should be -y_true *tf.math.log(output)

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yijianSU22 avatar yijianSU22 commented on May 20, 2024
  1. For small values tf.math.log(output) is negative
  2. tf.clip_by_value() is not working for nan e.g. if output contains nan then tf.clip_by_value(output,epsilon,1-epsilon) also contains nan if I'm not mistaken

Thanks very much, yes, you're right. here should be -y_true *tf.math.log(output)

hi,Sorry to bother you again,I don't know why I used the tf.keras.losses.CategoricalCrossentropy() to compute CE, the loss value still will be negative during training loop.

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