ODE Bayesian model not sampling from posterior distribution of parameters

What do the trace plots look like? What were the priors? If it’s just returning the priors, it could mean there is a bug. Your codebase is quite complex, but if you can give me a small snippet I can copy+paste to run locally and which that captures the problem (with imports and a data generation script), I can have a try.