It’s swapping the default at that point and there’s an issue from the v1.10 updates. I think the bugs around that will get fixed within the next week, but it’s been a bit of a process for multiple reasons.
It sounds like you’re concatenating a bunch of different parameters for the same SDE? It would be much better to use the GPU ensemble solvers then. See Using the EnsembleGPUKernel SDE solvers for the expectation of SDEs · DiffEqGPU.jl and some of the other tutorials on making the runs have different parameters. This would make the differentition a lot quicker since the derivatives are sparse across the different sets.