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update sde_loop by removing the loop and use EnsembleProblem: https://github.com/SciML/HighDimPDE.jl/issues/5 #93

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Checklist

  • Appropriate tests were added
  • Any code changes were done in a way that does not break public API
  • All documentation related to code changes were updated
  • The new code follows the
    contributor guidelines, in particular the SciML Style Guide and
    COLPRAC.
  • Any new documentation only uses public API

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Comment on lines +180 to +183
y0 .= y1
y1 .= y0 .+ μ(y0,p,t) .* dt .+ σ(y0,p,t) .* sqrt(dt) .* dW
prob = SDEProblem(y0 .+ μ(y0,p,t) .* dt,σ(y0,p,t) .* sqrt(dt),x0_sample!(y1),t)
ensembleprob = EnsembleProblem(prob)
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These are not written as functions, for this won't run. Was this tested?

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