If you use callbacks with keras in the fit routine, you can see scalars val_loss and loss appear in tensorflow with some notions of step, relative time, wall time etc.
When I log custom scalars (separate from keras callbacks) I can not figure out what the "step" should be to get the same time-coords as the keras callbacks. Mostly interested in the wall and relative times matching.