The five pipeline stages

A video pipeline has five stages, and each one has a tensor shape you should be able to state:

raw file → decoded frames → preprocessed batch → model input → model output

The design question is where two systems are the same and where they must differ. A recommender and a surgical-phase model share the first two stages almost exactly, and diverge completely at the last one.