def transpose(array, axes=None):
    """
    Framework-agnostic version of `numpy.transpose` that will work on torch/TensorFlow/Jax tensors as well as NumPy
    arrays.
    """
    if is_numpy_array(array):
        return np.transpose(array, axes=axes)
    elif is_torch_tensor(array):
        return array.T if axes is None else array.permute(*axes)
    elif is_tf_tensor(array):
        import tensorflow as tf

        return tf.transpose(array, perm=axes)
    elif is_jax_tensor(array):
        return jnp.transpose(array, axes=axes)
    else:
        raise ValueError(f"Type not supported for transpose: {type(array)}.")

    Framework-agnostic version of `numpy.transpose` that will work on torch/TensorFlow/Jax tensors as well as NumPy
    arrays.
    
dpkd/transformers/src/transformers/utils/generic.py