ways to get the conditioning information cleverly is very useful pre-processing like in wavenet we use some new law pre-processing to quantize continuous audio into discrete entities are for example in pixels you're actually using categorical information for modeling rather than rather than using gaussians so these are these are and in language you using by parent coding which is pre trained on a huge corpus and therefore your mod in on modeling neither at the character level or at the word level but your modeling in the sub word level and