Some clean up of contexts

src/context_implementations.jl

@@ -77,49 +77,11 @@ function tilde_assume(
     return tilde_assume(rng, childcontext(context), args...)
 end
 
-function tilde_assume(context::PriorContext{<:NamedTuple}, right, vn, vi)
-    if haskey(context.vars, getsym(vn))
-        vi = setindex!!(vi, tovec(get(context.vars, vn)), vn)
-        settrans!!(vi, false, vn)
-    end
-    return tilde_assume(PriorContext(), right, vn, vi)
-end
-function tilde_assume(
-    rng::Random.AbstractRNG, context::PriorContext{<:NamedTuple}, sampler, right, vn, vi
-)
-    if haskey(context.vars, getsym(vn))
-        vi = setindex!!(vi, tovec(get(context.vars, vn)), vn)
-        settrans!!(vi, false, vn)
-    end
-    return tilde_assume(rng, PriorContext(), sampler, right, vn, vi)
-end
-
-function tilde_assume(context::LikelihoodContext{<:NamedTuple}, right, vn, vi)
-    if haskey(context.vars, getsym(vn))
-        vi = setindex!!(vi, tovec(get(context.vars, vn)), vn)
-        settrans!!(vi, false, vn)
-    end
-    return tilde_assume(LikelihoodContext(), right, vn, vi)
-end
-function tilde_assume(
-    rng::Random.AbstractRNG,
-    context::LikelihoodContext{<:NamedTuple},
-    sampler,
-    right,
-    vn,
-    vi,
-)
-    if haskey(context.vars, getsym(vn))
-        vi = setindex!!(vi, tovec(get(context.vars, vn)), vn)
-        settrans!!(vi, false, vn)
-    end
-    return tilde_assume(rng, LikelihoodContext(), sampler, right, vn, vi)
-end
 function tilde_assume(::LikelihoodContext, right, vn, vi)
-    return assume(NoDist(right), vn, vi)
+    return assume(nodist(right), vn, vi)
 end
 function tilde_assume(rng::Random.AbstractRNG, ::LikelihoodContext, sampler, right, vn, vi)
-    return assume(rng, sampler, NoDist(right), vn, vi)
+    return assume(rng, sampler, nodist(right), vn, vi)
 end
 
 function tilde_assume(context::PrefixContext, right, vn, vi)
@@ -328,37 +290,6 @@ function dot_tilde_assume(
 end
 
 # `LikelihoodContext`
-function dot_tilde_assume(context::LikelihoodContext{<:NamedTuple}, right, left, vn, vi)
-    return if haskey(context.vars, getsym(vn))
-        var = get(context.vars, vn)
-        _right, _left, _vns = unwrap_right_left_vns(right, var, vn)
-        set_val!(vi, _vns, _right, _left)
-        settrans!!.((vi,), false, _vns)
-        dot_tilde_assume(LikelihoodContext(), _right, _left, _vns, vi)
-    else
-        dot_tilde_assume(LikelihoodContext(), right, left, vn, vi)
-    end
-end
-function dot_tilde_assume(
-    rng::Random.AbstractRNG,
-    context::LikelihoodContext{<:NamedTuple},
-    sampler,
-    right,
-    left,
-    vn,
-    vi,
-)
-    return if haskey(context.vars, getsym(vn))
-        var = get(context.vars, vn)
-        _right, _left, _vns = unwrap_right_left_vns(right, var, vn)
-        set_val!(vi, _vns, _right, _left)
-        settrans!!.((vi,), false, _vns)
-        dot_tilde_assume(rng, LikelihoodContext(), sampler, _right, _left, _vns, vi)
-    else
-        dot_tilde_assume(rng, LikelihoodContext(), sampler, right, left, vn, vi)
-    end
-end
-
 function dot_tilde_assume(context::LikelihoodContext, right, left, vn, vi)
     return dot_assume(nodist(right), left, vn, vi)
 end
@@ -368,46 +299,16 @@ function dot_tilde_assume(
     return dot_assume(rng, sampler, nodist(right), vn, left, vi)
 end
 
-# `PriorContext`
-function dot_tilde_assume(context::PriorContext{<:NamedTuple}, right, left, vn, vi)
-    return if haskey(context.vars, getsym(vn))
-        var = get(context.vars, vn)
-        _right, _left, _vns = unwrap_right_left_vns(right, var, vn)
-        set_val!(vi, _vns, _right, _left)
-        settrans!!.((vi,), false, _vns)
-        dot_tilde_assume(PriorContext(), _right, _left, _vns, vi)
-    else
-        dot_tilde_assume(PriorContext(), right, left, vn, vi)
-    end
-end
-function dot_tilde_assume(
-    rng::Random.AbstractRNG,
-    context::PriorContext{<:NamedTuple},
-    sampler,
-    right,
-    left,
-    vn,
-    vi,
-)
-    return if haskey(context.vars, getsym(vn))
-        var = get(context.vars, vn)
-        _right, _left, _vns = unwrap_right_left_vns(right, var, vn)
-        set_val!(vi, _vns, _right, _left)
-        settrans!!.((vi,), false, _vns)
-        dot_tilde_assume(rng, PriorContext(), sampler, _right, _left, _vns, vi)
-    else
-        dot_tilde_assume(rng, PriorContext(), sampler, right, left, vn, vi)
-    end
-end
-
 # `PrefixContext`
 function dot_tilde_assume(context::PrefixContext, right, left, vn, vi)
-    return dot_tilde_assume(context.context, right, prefix.(Ref(context), vn), vi)
+    return dot_tilde_assume(context.context, right, left, prefix.(Ref(context), vn), vi)
 end
 
-function dot_tilde_assume(rng, context::PrefixContext, sampler, right, left, vn, vi)
+function dot_tilde_assume(
+    rng::Random.AbstractRNG, context::PrefixContext, sampler, right, left, vn, vi
+)
     return dot_tilde_assume(
-        rng, context.context, sampler, right, prefix.(Ref(context), vn), vi
+        rng, context.context, sampler, right, left, prefix.(Ref(context), vn), vi
     )
 end
 

src/contexts.jl

@@ -53,7 +53,7 @@ DefaultContext()
 julia> ctx_prior = DynamicPPL.setchildcontext(ctx, PriorContext()); # only compute the logprior
 
 julia> DynamicPPL.childcontext(ctx_prior)
-PriorContext{Nothing}(nothing)
+PriorContext()
 ```
 """
 setchildcontext
@@ -97,7 +97,7 @@ ParentContext(ParentContext(DefaultContext()))
 
 julia> # Replace the leaf context with another leaf.
        leafcontext(setleafcontext(ctx, PriorContext()))
-PriorContext{Nothing}(nothing)
+PriorContext()
 
 julia> # Append another parent context.
        setleafcontext(ctx, ParentContext(DefaultContext()))
@@ -195,32 +195,19 @@ struct DefaultContext <: AbstractContext end
 NodeTrait(context::DefaultContext) = IsLeaf()
 
 """
-    struct PriorContext{Tvars} <: AbstractContext
-        vars::Tvars
-    end
+    PriorContext <: AbstractContext
 
-The `PriorContext` enables the computation of the log prior of the parameters `vars` when
-running the model.
+A leaf context resulting in the exclusion of likelihood terms when running the model.
 """
-struct PriorContext{Tvars} <: AbstractContext
-    vars::Tvars
-end
-PriorContext() = PriorContext(nothing)
+struct PriorContext <: AbstractContext end
 NodeTrait(context::PriorContext) = IsLeaf()
 
 """
-    struct LikelihoodContext{Tvars} <: AbstractContext
-        vars::Tvars
-    end
+    LikelihoodContext <: AbstractContext
 
-The `LikelihoodContext` enables the computation of the log likelihood of the parameters when
-running the model. `vars` can be used to evaluate the log likelihood for specific values
-of the model's parameters. If `vars` is `nothing`, the parameter values inside the `VarInfo` will be used by default.
+A leaf context resulting in the exclusion of prior terms when running the model.
 """
-struct LikelihoodContext{Tvars} <: AbstractContext
-    vars::Tvars
-end
-LikelihoodContext() = LikelihoodContext(nothing)
+struct LikelihoodContext <: AbstractContext end
 NodeTrait(context::LikelihoodContext) = IsLeaf()
 
 """

src/distribution_wrappers.jl

@@ -42,6 +42,14 @@ Base.length(dist::NoDist) = Base.length(dist.dist)
 Base.size(dist::NoDist) = Base.size(dist.dist)
 
 Distributions.rand(rng::Random.AbstractRNG, d::NoDist) = rand(rng, d.dist)
+# NOTE(torfjelde): Need this to avoid stack overflow.
+function Distributions.rand!(
+    rng::Random.AbstractRNG,
+    d::NoDist{Distributions.ArrayLikeVariate{N}},
+    x::AbstractArray{<:Real,N},
+) where {N}
+    return Distributions.rand!(rng, d.dist, x)
+end
 Distributions.logpdf(d::NoDist{<:Univariate}, ::Real) = 0
 Distributions.logpdf(d::NoDist{<:Multivariate}, ::AbstractVector{<:Real}) = 0
 function Distributions.logpdf(d::NoDist{<:Multivariate}, x::AbstractMatrix{<:Real})

src/test_utils.jl

@@ -1039,24 +1039,7 @@ function test_sampler_continuous(sampler::AbstractMCMC.AbstractSampler, args...;
     return test_sampler_on_demo_models(sampler, args...; kwargs...)
 end
 
-"""
-    test_context_interface(context)
-
-Test that `context` implements the `AbstractContext` interface.
-"""
-function test_context_interface(context)
-    # Is a subtype of `AbstractContext`.
-    @test context isa DynamicPPL.AbstractContext
-    # Should implement `NodeTrait.`
-    @test DynamicPPL.NodeTrait(context) isa Union{DynamicPPL.IsParent,DynamicPPL.IsLeaf}
-    # If it's a parent.
-    if DynamicPPL.NodeTrait(context) == DynamicPPL.IsParent
-        # Should implement `childcontext` and `setchildcontext`
-        @test DynamicPPL.setchildcontext(context, DynamicPPL.childcontext(context)) ==
-            context
-    end
-end
-
+# Testing for contexts.
 """
 Context that multiplies each log-prior by mod
 used to test whether varwise_logpriors respects child-context.
@@ -1097,4 +1080,72 @@ function DynamicPPL.dot_tilde_observe(
     return logp * context.mod, vi
 end
 
+# Dummy context to test nested behaviors.
+struct TestParentContext{C<:DynamicPPL.AbstractContext} <: DynamicPPL.AbstractContext
+    context::C
+end
+TestParentContext() = TestParentContext(DefaultContext())
+DynamicPPL.NodeTrait(::TestParentContext) = DynamicPPL.IsParent()
+DynamicPPL.childcontext(context::TestParentContext) = context.context
+DynamicPPL.setchildcontext(::TestParentContext, child) = TestParentContext(child)
+function Base.show(io::IO, c::TestParentContext)
+    return print(io, "TestParentContext(", DynamicPPL.childcontext(c), ")")
+end
+
+"""
+    test_context(context::AbstractContext, model::Model)
+
+Test that `context` correctly implements the `AbstractContext` interface for `model`.
+
+This method ensures that `context`
+- Correctly implements the `AbstractContext` interface.
+- Correctly implements the tilde-pipeline.
+"""
+function test_context(context::DynamicPPL.AbstractContext, model::DynamicPPL.Model)
+    # `NodeTrait`.
+    node_trait = DynamicPPL.NodeTrait(context)
+    # Throw error immediately if it it's missing a `NodeTrait` implementation.
+    node_trait isa Union{DynamicPPL.IsLeaf,DynamicPPL.IsParent} ||
+        throw(ValueError("Invalid NodeTrait: $node_trait"))
+
+    # The interface methods.
+    if node_trait isa DynamicPPL.IsParent
+        # `childcontext` and `setchildcontext`
+        # With new child context
+        childcontext_new = TestParentContext()
+        @test DynamicPPL.childcontext(
+            DynamicPPL.setchildcontext(context, childcontext_new)
+        ) == childcontext_new
+    end
+
+    # To see change, let's make sure we're using a different leaf context than the current.
+    leafcontext_new = if DynamicPPL.leafcontext(context) isa DefaultContext
+        PriorContext()
+    else
+        DefaultContext()
+    end
+    @test DynamicPPL.leafcontext(DynamicPPL.setleafcontext(context, leafcontext_new)) ==
+        leafcontext_new
+
+    # Setting the child context to a leaf should now change the leafcontext accordingly.
+    context_with_new_leaf = DynamicPPL.setchildcontext(context, leafcontext_new)
+    @test childcontext(context_with_new_leaf) ===
+        leafcontext(context_with_new_leaf) ===
+        leafcontext_new
+
+    # Make sure that the we can evaluate the model with the context (i.e. that none of the tilde-functions are incorrectly overloaded).
+    # The tilde-pipeline contains two different paths: with `SamplingContext` as a parent, and without it.
+    # NOTE(torfjelde): Need to sample with the untyped varinfo _using_ the context, since the
+    # context might alter which variables are present, their names, etc., e.g. `PrefixContext`.
+    # TODO(torfjelde): Make the `varinfo` used for testing a kwarg once it makes sense for other varinfos.
+    # Untyped varinfo.
+    varinfo_untyped = DynamicPPL.VarInfo()
+    @test (DynamicPPL.evaluate!!(model, varinfo_untyped, SamplingContext(context)); true)
+    @test (DynamicPPL.evaluate!!(model, varinfo_untyped, context); true)
+    # Typed varinfo.
+    varinfo_typed = DynamicPPL.TypedVarInfo(varinfo_untyped)
+    @test (DynamicPPL.evaluate!!(model, varinfo_typed, SamplingContext(context)); true)
+    @test (DynamicPPL.evaluate!!(model, varinfo_typed, context); true)
+end
+
 end