1- # TODO : Remove these once the equivalent is present in `DynamicPPL.TestUtils.
2- function likelihood_optima (:: DynamicPPL.TestUtils.UnivariateAssumeDemoModels )
3- return (s= 1 / 16 , m= 7 / 4 )
4- end
5- function posterior_optima (:: DynamicPPL.TestUtils.UnivariateAssumeDemoModels )
6- # TODO : Figure out exact for `s`.
7- return (s= 0.907407 , m= 7 / 6 )
8- end
9-
10- function likelihood_optima (model:: DynamicPPL.TestUtils.MultivariateAssumeDemoModels )
11- # Get some containers to fill.
12- vals = Random. rand (model)
13-
14- # NOTE: These are "as close to zero as we can get".
15- vals. s[1 ] = 1e-32
16- vals. s[2 ] = 1e-32
17-
18- vals. m[1 ] = 1.5
19- vals. m[2 ] = 2.0
20-
21- return vals
22- end
23- function posterior_optima (model:: DynamicPPL.TestUtils.MultivariateAssumeDemoModels )
24- # Get some containers to fill.
25- vals = Random. rand (model)
26-
27- # TODO : Figure out exact for `s[1]`.
28- vals. s[1 ] = 0.890625
29- vals. s[2 ] = 1
30- vals. m[1 ] = 3 / 4
31- vals. m[2 ] = 1
32-
33- return vals
34- end
35-
361# Used for testing how well it works with nested contexts.
372struct OverrideContext{C,T1,T2} <: DynamicPPL.AbstractContext
383 context:: C
@@ -57,7 +22,7 @@ function DynamicPPL.tilde_observe(context::OverrideContext, right, left, vi)
5722 return context. loglikelihood_weight, vi
5823end
5924
60- @testset " OptimInterface.jl" begin
25+ @numerical_testset " OptimInterface.jl" begin
6126 @testset " MLE" begin
6227 Random. seed! (222 )
6328 true_value = [0.0625 , 1.75 ]
157122 # FIXME : Some models doesn't work for Tracker and ReverseDiff.
158123 if Turing. Essential. ADBACKEND[] === :forwarddiff
159124 @testset " MAP for $(model. f) " for model in DynamicPPL. TestUtils. DEMO_MODELS
160- result_true = posterior_optima (model)
125+ result_true = DynamicPPL . TestUtils . posterior_optima (model)
161126
162127 @testset " $(nameof (typeof (optimizer))) " for optimizer in [LBFGS (), NelderMead ()]
163128 result = optimize (model, MAP (), optimizer)
188153 DynamicPPL. TestUtils. demo_dot_assume_matrix_dot_observe_matrix,
189154 ]
190155 @testset " MLE for $(model. f) " for model in DynamicPPL. TestUtils. DEMO_MODELS
191- result_true = likelihood_optima (model)
156+ result_true = DynamicPPL . TestUtils . likelihood_optima (model)
192157
193158 # `NelderMead` seems to struggle with convergence here, so we exclude it.
194159 @testset " $(nameof (typeof (optimizer))) " for optimizer in [LBFGS (),]
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