tf.signal.fftshift  |  TensorFlow v2.16.1 (original) (raw)

tf.signal.fftshift

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Shift the zero-frequency component to the center of the spectrum.

View aliases

Compat aliases for migration

SeeMigration guide for more details.

tf.compat.v1.signal.fftshift

tf.signal.fftshift(
    x, axes=None, name=None
)

This function swaps half-spaces for all axes listed (defaults to all). Note that y[0] is the Nyquist component only if len(x) is even.

For example:

x = tf.signal.fftshift([ 0.,  1.,  2.,  3.,  4., -5., -4., -3., -2., -1.])
x.numpy() # array([-5., -4., -3., -2., -1.,  0.,  1.,  2.,  3.,  4.])
Args
x Tensor, input tensor.
axes int or shape tuple, optional Axes over which to shift. Default is None, which shifts all axes.
name An optional name for the operation.
Returns
A Tensor, The shifted tensor.

numpy compatibility

Equivalent to numpy.fft.fftshift.https://docs.scipy.org/doc/numpy/reference/generated/numpy.fft.fftshift.html