diff --git a/benchmarks/benchmarks_suite.jl b/benchmarks/benchmarks_suite.jl index 200380121..7f8db0980 100644 --- a/benchmarks/benchmarks_suite.jl +++ b/benchmarks/benchmarks_suite.jl @@ -4,14 +4,14 @@ using LinearAlgebra const BenchmarkSuite = BenchmarkTools.BenchmarkGroup() # -# Add models to benchmarks +# Add models to benchmarks # include("models/hlr.jl") include("models/lr.jl") include("models/sv_nuts.jl") -# constrained +# constrained BenchmarkSuite["constrained"] = BenchmarkGroup(["constrained"]) data = [0, 1, 0, 1, 1, 1, 1, 1, 1, 1] diff --git a/benchmarks/models/lr_nuts.data b/benchmarks/models/lr_nuts.data index 723307e19..6251f5932 100644 --- a/benchmarks/models/lr_nuts.data +++ b/benchmarks/models/lr_nuts.data @@ -1,1000 +1,1000 @@ - 1 6 4 12 5 5 3 4 1 67 3 2 1 2 1 0 0 1 0 0 1 0 0 1 1 - 2 48 2 60 1 3 2 2 1 22 3 1 1 1 1 0 0 1 0 0 1 0 0 1 2 - 4 12 4 21 1 4 3 3 1 49 3 1 2 1 1 0 0 1 0 0 1 0 1 0 1 - 1 42 2 79 1 4 3 4 2 45 3 1 2 1 1 0 0 0 0 0 0 0 0 1 1 - 1 24 3 49 1 3 3 4 4 53 3 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2 1 1 0 1 0 0 1 0 0 1 1 + 4 12 2 17 1 4 2 4 1 31 3 1 1 1 1 0 0 1 0 0 1 0 1 0 1 + 1 30 2 39 1 3 1 4 2 40 3 1 1 2 1 0 1 1 0 0 1 0 0 0 1 + 4 12 2 8 1 5 3 4 3 38 3 1 1 1 1 0 0 1 0 0 1 0 0 1 1 + 1 45 2 18 1 3 3 4 4 23 3 1 1 2 1 0 0 1 0 0 0 0 0 1 2 + 2 45 4 46 2 1 3 4 3 27 3 1 1 1 1 0 1 1 0 0 1 0 0 1 1 diff --git a/src/mcmc/Inference.jl b/src/mcmc/Inference.jl index b70426992..7a0c541da 100644 --- a/src/mcmc/Inference.jl +++ b/src/mcmc/Inference.jl @@ -316,7 +316,7 @@ Return a named tuple of parameters. getparams(model, t) = t.θ function getparams(model::DynamicPPL.Model, vi::DynamicPPL.VarInfo) # NOTE: In the past, `invlink(vi, model)` + `values_as(vi, OrderedDict)` was used. - # Unfortunately, using `invlink` can cause issues in scenarios where the constraints + # Unfortunately, using `invlink` can cause issues in scenarios where the constraints # of the parameters change depending on the realizations. Hence we have to use # `values_as_in_model`, which re-runs the model and extracts the parameters # as they are seen in the model, i.e. in the constrained space. Moreover, diff --git a/src/mcmc/particle_mcmc.jl b/src/mcmc/particle_mcmc.jl index d5a5f0847..8d38660c6 100644 --- a/src/mcmc/particle_mcmc.jl +++ b/src/mcmc/particle_mcmc.jl @@ -340,7 +340,7 @@ function trace_local_varinfo_maybe(varinfo) trace = AdvancedPS.current_trace() return trace.model.f.varinfo catch e - # NOTE: this heuristic allows Libtask evaluating a model outside a `Trace`. + # NOTE: this heuristic allows Libtask evaluating a model outside a `Trace`. if e == KeyError(:__trace) || current_task().storage isa Nothing return varinfo else diff --git a/test/mcmc/hmc.jl b/test/mcmc/hmc.jl index 96ad1d0e0..89dc4a314 100644 --- a/test/mcmc/hmc.jl +++ b/test/mcmc/hmc.jl @@ -308,7 +308,7 @@ using Turing initial_params=[0.5, 1.75, 1.0] ) chain_prior = sample(model, Prior(), num_samples) - + # Extract the `x` like this because running `generated_quantities` was how # the issue was discovered, hence we also want to make sure that it works. results = generated_quantities(model, chain) diff --git a/test/runtests.jl b/test/runtests.jl index 52205d86e..48a00122d 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -41,7 +41,7 @@ end @timeit_include("mcmc/ess.jl") @timeit_include("mcmc/is.jl") end - + @timeit TIMEROUTPUT "inference" begin @testset "inference with samplers" begin @timeit_include("mcmc/gibbs.jl") diff --git a/test/skipped/advi_demo.jl b/test/skipped/advi_demo.jl index b6a71c4dc..a9cbabd0f 100644 --- a/test/skipped/advi_demo.jl +++ b/test/skipped/advi_demo.jl @@ -90,7 +90,7 @@ for seed in seeds # Eq. (90) in "Conjugate Bayesian analysis of the Gaussian distribution" by Murphy # `scale(post)` = θ p_τ = Gamma(post.shape, scale(post)) - p_σ²_pdf = z -> pdf(p_τ, 1 / z) # τ => 1 / σ² + p_σ²_pdf = z -> pdf(p_τ, 1 / z) # τ => 1 / σ² # marginal of μ # Eq. (91) in "Conjugate Bayesian analysis of the Gaussian distribution" by Murphy @@ -102,7 +102,7 @@ for seed in seeds βₙ = post.rate # β → rate # numerically more stable but doesn't seem to have effect; issue is probably internal to - # `pdf` which needs to compute ≈ Γ(1000) + # `pdf` which needs to compute ≈ Γ(1000) p_μ_pdf = z -> exp( logpdf( diff --git a/test/variational/advi.jl b/test/variational/advi.jl index 0f77150c0..8f12562a5 100644 --- a/test/variational/advi.jl +++ b/test/variational/advi.jl @@ -69,7 +69,7 @@ using Turing.Essential: TuringDiagMvNormal x ~ Dirichlet([1.0,1.0]) return x end - + m = dirichlet() b = bijector(m) x0 = m()