|
| 1 | +""" |
| 2 | +Note that `test/submodel.jl` also contains a number of tests which make use of |
| 3 | +prefixing functionality (more like end-to-end tests). This file contains what |
| 4 | +are essentially unit tests for prefixing functions. |
| 5 | +""" |
| 6 | +module DPPLPrefixTests |
| 7 | + |
| 8 | +using DynamicPPL |
| 9 | +# not exported |
| 10 | +using DynamicPPL: FixedContext, prefix_cond_and_fixed_variables, childcontext |
| 11 | +using Distributions |
| 12 | +using Test |
| 13 | + |
| 14 | +@testset "prefix.jl" begin |
| 15 | + @testset "prefix_cond_and_fixed_variables" begin |
| 16 | + @testset "ConditionContext" begin |
| 17 | + c1 = ConditionContext((c=1, d=2)) |
| 18 | + c1_prefixed = prefix_cond_and_fixed_variables(c1, @varname(a)) |
| 19 | + @test c1_prefixed isa ConditionContext |
| 20 | + @test childcontext(c1_prefixed) isa DefaultContext |
| 21 | + @test length(c1_prefixed.values) == 2 |
| 22 | + @test c1_prefixed.values[@varname(a.c)] == 1 |
| 23 | + @test c1_prefixed.values[@varname(a.d)] == 2 |
| 24 | + end |
| 25 | + |
| 26 | + @testset "FixedContext" begin |
| 27 | + c2 = FixedContext((f=1, g=2)) |
| 28 | + c2_prefixed = prefix_cond_and_fixed_variables(c2, @varname(a)) |
| 29 | + @test c2_prefixed isa FixedContext |
| 30 | + @test childcontext(c2_prefixed) isa DefaultContext |
| 31 | + @test length(c2_prefixed.values) == 2 |
| 32 | + @test c2_prefixed.values[@varname(a.f)] == 1 |
| 33 | + @test c2_prefixed.values[@varname(a.g)] == 2 |
| 34 | + end |
| 35 | + |
| 36 | + @testset "Nested ConditionContext and FixedContext" begin |
| 37 | + c3 = ConditionContext((c=1, d=2), FixedContext((f=1, g=2))) |
| 38 | + c3_prefixed = prefix_cond_and_fixed_variables(c3, @varname(a)) |
| 39 | + c3_prefixed_child = childcontext(c3_prefixed) |
| 40 | + @test c3_prefixed isa ConditionContext |
| 41 | + @test length(c3_prefixed.values) == 2 |
| 42 | + @test c3_prefixed.values[@varname(a.c)] == 1 |
| 43 | + @test c3_prefixed.values[@varname(a.d)] == 2 |
| 44 | + @test c3_prefixed_child isa FixedContext |
| 45 | + @test length(c3_prefixed_child.values) == 2 |
| 46 | + @test c3_prefixed_child.values[@varname(a.f)] == 1 |
| 47 | + @test c3_prefixed_child.values[@varname(a.g)] == 2 |
| 48 | + @test childcontext(c3_prefixed_child) isa DefaultContext |
| 49 | + end |
| 50 | + end |
| 51 | + |
| 52 | + @testset "DynamicPPL.prefix(::Model, x)" begin |
| 53 | + @model function demo() |
| 54 | + x ~ Normal() |
| 55 | + return y ~ Normal() |
| 56 | + end |
| 57 | + model = demo() |
| 58 | + |
| 59 | + @testset "No conditioning / fixing" begin |
| 60 | + pmodel = DynamicPPL.prefix(model, @varname(a)) |
| 61 | + @test pmodel.prefix == @varname(a) |
| 62 | + vi = VarInfo(pmodel) |
| 63 | + @test Set(keys(vi)) == Set([@varname(a.x), @varname(a.y)]) |
| 64 | + end |
| 65 | + |
| 66 | + @testset "Prefixing a conditioned model" begin |
| 67 | + cmodel = model | (; x=1.0) |
| 68 | + # Sanity check. |
| 69 | + vi = VarInfo(cmodel) |
| 70 | + @test Set(keys(vi)) == Set([@varname(y)]) |
| 71 | + # Now prefix. |
| 72 | + pcmodel = DynamicPPL.prefix(cmodel, @varname(a)) |
| 73 | + @test pcmodel.prefix == @varname(a) |
| 74 | + # Because the model was conditioned on `x` _prior_ to prefixing, |
| 75 | + # the resulting `a.x` variable should also be conditioned. In |
| 76 | + # other words, which variables are treated as conditioned should be |
| 77 | + # invariant to prefixing. |
| 78 | + vi = VarInfo(pcmodel) |
| 79 | + @test Set(keys(vi)) == Set([@varname(a.y)]) |
| 80 | + end |
| 81 | + |
| 82 | + @testset "Prefixing a fixed model" begin |
| 83 | + # Same as above but for FixedContext rather than Condition. |
| 84 | + fmodel = fix(model, (; y=1.0)) |
| 85 | + # Sanity check. |
| 86 | + vi = VarInfo(fmodel) |
| 87 | + @test Set(keys(vi)) == Set([@varname(x)]) |
| 88 | + # Now prefix. |
| 89 | + pfmodel = DynamicPPL.prefix(fmodel, @varname(a)) |
| 90 | + @test pfmodel.prefix == @varname(a) |
| 91 | + # Because the model was conditioned on `x` _prior_ to prefixing, |
| 92 | + # the resulting `a.x` variable should also be conditioned. In |
| 93 | + # other words, which variables are treated as conditioned should be |
| 94 | + # invariant to prefixing. |
| 95 | + vi = VarInfo(pfmodel) |
| 96 | + @test Set(keys(vi)) == Set([@varname(a.x)]) |
| 97 | + end |
| 98 | + |
| 99 | + @testset "Conditioning a prefixed model" begin |
| 100 | + # If the prefixing happens first, then we want to make sure that the |
| 101 | + # user is forced to apply conditioning WITH the prefix. |
| 102 | + pmodel = DynamicPPL.prefix(model, @varname(a)) |
| 103 | + |
| 104 | + # If this doesn't happen... |
| 105 | + cpmodel_wrong = pmodel | (; x=1.0) |
| 106 | + @test cpmodel_wrong.prefix == @varname(a) |
| 107 | + vi = VarInfo(cpmodel_wrong) |
| 108 | + # Then `a.x` will be `assume`d |
| 109 | + @test Set(keys(vi)) == Set([@varname(a.x), @varname(a.y)]) |
| 110 | + |
| 111 | + # If it does... |
| 112 | + cpmodel_right = pmodel | (@varname(a.x) => 1.0) |
| 113 | + @test cpmodel_right.prefix == @varname(a) |
| 114 | + vi = VarInfo(cpmodel_right) |
| 115 | + # Then `a.x` will be `observe`d |
| 116 | + @test Set(keys(vi)) == Set([@varname(a.y)]) |
| 117 | + end |
| 118 | + end |
| 119 | +end |
| 120 | + |
| 121 | +end |
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