In order to prevent divisions by zero in TensorFlow, I want to add a tiny number to my dividend. A quick search did not yield any results. In particular, I am interested in using the scientific notation, e.g.
a = b/(c+1e-05)
How can this be achieved?
Assuming a
, b
and c
are tensors. The formula you have written will work as expected. 1e-5
will be broadcasted and added on the tensor c
. Tensorflow automatically typecasts the 1e-5
to tf.constant(1e-5)
.
Tensorflow however has some limitations with non-scalar broadcasts. Take a look at my other answer.