tf.math.tanh

Computes hyperbolic tangent of x element-wise.

View aliases

Main aliases

tf.nn.tanh, tf.tanh

Compat aliases for migration

See Migration guide for more details.

tf.compat.v1.tanh

tf.math.tanh(
    x: Annotated[Any, tf.raw_ops.Any],
    name=None
) -> Annotated[Any, tf.raw_ops.Any]

Used in the notebooks

Used in the guide
Better performance with tf.function

Given an input tensor, this function computes hyperbolic tangent of every element in the tensor. Input range is [-inf, inf] and output range is [-1,1].

  x = tf.constant([-float("inf"), -5, -0.5, 1, 1.2, 2, 3, float("inf")])
  tf.math.tanh(x)
    <tf.Tensor: shape=(8,), dtype=float32, numpy=
    array([-1.0, -0.99990916, -0.46211717,  0.7615942 ,  0.8336547 ,
            0.9640276 ,  0.9950547 ,  1.0], dtype=float32)>
    
  

Args
x	A Tensor. Must be one of the following types: bfloat16, half, float32, float64, complex64, complex128.
name	A name for the operation (optional).

Returns
A Tensor. Has the same type as x. If x is a SparseTensor, returns SparseTensor(x.indices, tf.math.tanh(x.values, ...), x.dense_shape)