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Fix for #596 #597

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May 7, 2024
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42 changes: 40 additions & 2 deletions src/compiler.jl
Original file line number Diff line number Diff line change
Expand Up @@ -578,10 +578,42 @@ hasmissing(::Type{>:Missing}) = true
hasmissing(::Type{<:AbstractArray{TA}}) where {TA} = hasmissing(TA)
hasmissing(::Type{Union{}}) = false # issue #368

"""
TypeWrap{T}

A wrapper type used internally to make expressions such as `::Type{TV}` in the model arguments
not ending up as a `DataType`.
"""
struct TypeWrap{T} end

function arg_type_is_type(e)
return Meta.isexpr(e, :curly) && length(e.args) > 1 && e.args[1] === :Type
end

function splitarg_to_expr((arg_name, arg_type, is_splat, default))
return is_splat ? :($arg_name...) : arg_name
end

"""
transform_args(args)

Return transformed `args` used in both the model constructor and evaluator.

Specifically, this replaces expressions of the form `::Type{TV}=Vector{Float64}`
with `::TypeWrap{TV}=TypeWrap{Vector{Float64}}()` to avoid introducing `DataType`.
"""
function transform_args(args)
splitargs = map(args) do arg
arg_name, arg_type, is_splat, default = MacroTools.splitarg(arg)
return if arg_type_is_type(arg_type)
arg_name, :($TypeWrap{$(arg_type.args[2])}), is_splat, :($TypeWrap{$default}())
else
arg_name, arg_type, is_splat, default
end
end
return map(Base.splat(MacroTools.combinearg), splitargs)
end

function namedtuple_from_splitargs(splitargs)
names = map(splitargs) do (arg_name, arg_type, is_splat, default)
is_splat ? Symbol("#splat#$(arg_name)") : arg_name
Expand All @@ -599,7 +631,7 @@ is_splat_symbol(s::Symbol) = startswith(string(s), "#splat#")
Builds the output expression.
"""
function build_output(modeldef, linenumbernode)
args = modeldef[:args]
args = transform_args(modeldef[:args])
kwargs = modeldef[:kwargs]
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I think this should probably be applied to keyword arguments as well?

Suggested change
kwargs = modeldef[:kwargs]
kwargs = transform_args(modeldef[:kwargs])

(not sure if it can be applied directly here in this way)

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Why? Do we care if we specialize on the kwargs?

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IIRC we store them in the same way as pos arguments in the model.

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So the Model will generally still operate with DataTypes unless we apply the same fix to kwarga.

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No you're right 👍 Working on it now

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Added this 👍


## Build the anonymous evaluator from the user-provided model definition.
Expand Down Expand Up @@ -645,6 +677,8 @@ function build_output(modeldef, linenumbernode)
args_nt = namedtuple_from_splitargs(args_split)
kwargs_inclusion = map(splitarg_to_expr, kwargs_split)

# Need to update `args` since we might have added `TypeWrap` to the types.
modeldef[:args] = args
# Update the function body of the user-specified model.
# We use `MacroTools.@q begin ... end` instead of regular `quote ... end` to ensure
# that no new `LineNumberNode`s are added apart from the reference `linenumbernode`
Expand Down Expand Up @@ -689,9 +723,13 @@ function matchingvalue(sampler, vi, value)
return value
end
end
# If we hit `Type` or `TypeWrap`, we immediately jump to `get_matching_type`.
function matchingvalue(sampler::AbstractSampler, vi, value::FloatOrArrayType)
return get_matching_type(sampler, vi, value)
end
function matchingvalue(sampler::AbstractSampler, vi, value::TypeWrap{T}) where {T}
return TypeWrap{get_matching_type(sampler, vi, T)}()
end

function matchingvalue(context::AbstractContext, vi, value)
return matchingvalue(NodeTrait(matchingvalue, context), context, vi, value)
Expand All @@ -707,7 +745,7 @@ function matchingvalue(context::SamplingContext, vi, value)
end

"""
get_matching_type(spl::AbstractSampler, vi, ::Type{T}) where {T}
get_matching_type(spl::AbstractSampler, vi, ::TypeWrap{T}) where {T}

Get the specialized version of type `T` for sampler `spl`.

Expand Down
4 changes: 1 addition & 3 deletions test/model.jl
Original file line number Diff line number Diff line change
Expand Up @@ -350,9 +350,7 @@ is_typed_varinfo(varinfo::DynamicPPL.SimpleVarInfo{<:NamedTuple}) = true

@testset "Type stability of models" begin
models_to_test = [
# FIXME: Fix issues with type-stability in `DEMO_MODELS`.
# DynamicPPL.TestUtils.DEMO_MODELS...,
DynamicPPL.TestUtils.demo_lkjchol(2),
DynamicPPL.TestUtils.DEMO_MODELS..., DynamicPPL.TestUtils.demo_lkjchol(2)
]
@testset "$(model.f)" for model in models_to_test
vns = DynamicPPL.TestUtils.varnames(model)
Expand Down
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