Turing currently generates initial params and passes it to external samplers:

However, this might be a bit too simplistic. The HMC implementation for example currently tries a lot of times to generate initial parameters until it can find something where the logp and gradient are finite. Just giving it one attempt might make it hard to actually get started with sampling.