Inverse Gradients in Tensorflow 2.7?

TensorFlow General Discussion
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1

Is inversing gradients already implemented in tensorflow 2.7?

It is mentioned in the paper:
1511.04143.pdf (arxiv.org)

And if not how would you implement it? I tried to implement it myself but somehow i can’t modify gradients directly because of eager execution…

3

Hi @Unnamed, you can find the inverse of gradients creating a custom function decorated with tf.custom_gradient. For example

@tf.custom_gradient
def gradients(x):
    y = tf.identity(x)
    def grad(dy):
        return -dy
    return y, grad

Thank You.

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