Easy way to set pre-trained weights in tensorflow?

Question

Is there an easy way to set pretrained weights to a tensorflow layer? (w/o keras)

In keras it's easy as model.set_weights(...) or layer.set_weights(...) - but I'm breaking my head around this for more than a day in tf, and can't seem to find anything that works.