Joshuaalbert/bayes_gain_screens

Production

Joshuaalbert opened this issue · 0 comments

These tasks need to be completed to bring this to production.

Releasing current functionality

  • Speed up DDTEC inference with analytic hessian and jacobian, as well as faster HMM code.

  • Add sanity checks for finite values at all stages

  • Single h5parms per step isolated to own working directories

  • diagnostic plots per step in working directory

  • Better outlier detection

  • Solving systematic inference from Jones

Enabling LBA

  • Fast tomographic code

Improvements

  • Full screen + systematic solve directly on Jones scalars (wrapping problem). Use independent solve as starting point.

  • Compute covariance only when directions significantly change. Reuse same covariance on all timesteps where covariance is similar for better marginalisation. Then grid search hyper parameters.

  • Inference directly on visibilities