transform tool is a whole suite of tools so that's really useful and I also want to call out that so far everything we've done is basically running existing code and existing tools you didn't have to custom write anything the only custom thing you had to do was shoot that video and run ffmpeg so this really makes it you know puts it in an immediate possibility type of stage there is one more thing one more consideration to think about when looking at deploying a machine learning model to a mobile device and that is whether you package