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link and invlink should correctly work with Selector and thus Gibbs #542

Merged
merged 12 commits into from
Oct 10, 2023
2 changes: 1 addition & 1 deletion Project.toml
Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
name = "DynamicPPL"
uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8"
version = "0.23.18"
version = "0.23.19"

[deps]
AbstractMCMC = "80f14c24-f653-4e6a-9b94-39d6b0f70001"
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78 changes: 61 additions & 17 deletions src/varinfo.jl
Original file line number Diff line number Diff line change
Expand Up @@ -902,33 +902,60 @@ function _inner_transform!(vi::VarInfo, vn::VarName, dist, f)
return vi
end

# HACK: We need `SampleFromPrior` to result in ALL values which are in need
# of a transformation to be transformed. `_getvns` will by default return
# an empty iterable for `SampleFromPrior`, so we need to override it here.
# This is quite hacky, but seems safer than changing the behavior of `_getvns`.
_getvns_link(varinfo::VarInfo, spl::AbstractSampler) = _getvns(varinfo, spl)
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_getvns_link(varinfo::UntypedVarInfo, spl::SampleFromPrior) = nothing
_getvns_link(varinfo::TypedVarInfo, spl::SampleFromPrior) = map(
Base.Returns(nothing),
varinfo.metadata
)
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function link(::DynamicTransformation, varinfo::VarInfo, spl::AbstractSampler, model::Model)
return _link(varinfo)
return _link(varinfo, spl)
end

function _link(varinfo::UntypedVarInfo)
function _link(varinfo::UntypedVarInfo, spl::AbstractSampler)
varinfo = deepcopy(varinfo)
return VarInfo(
_link_metadata!(varinfo, varinfo.metadata),
_link_metadata!(varinfo, varinfo.metadata, _getvns_link(varinfo, spl)),
Base.Ref(getlogp(varinfo)),
Ref(get_num_produce(varinfo)),
)
end

function _link(varinfo::TypedVarInfo)
function _link(varinfo::TypedVarInfo, spl::AbstractSampler)
varinfo = deepcopy(varinfo)
md = map(Base.Fix1(_link_metadata!, varinfo), varinfo.metadata)
# TODO: Update logp, etc.
md = _link_metadata_namedtuple!(
varinfo, varinfo.metadata, _getvns_link(varinfo, spl), Val(getspace(spl))
)
return VarInfo(md, Base.Ref(getlogp(varinfo)), Ref(get_num_produce(varinfo)))
end

function _link_metadata!(varinfo::VarInfo, metadata::Metadata)
@generated function _link_metadata_namedtuple!(
varinfo::VarInfo, metadata::NamedTuple{names}, vns::NamedTuple, ::Val{space}
) where {names,space}
vals = Expr(:tuple)
for f in names
if inspace(f, space) || length(space) == 0
push!(vals.args, :(_link_metadata!(varinfo, metadata.$f, vns.$f)))
else
push!(vals.args, :(metadata.$f))
end
end

return :(NamedTuple{$names}($vals))
end
function _link_metadata!(varinfo::VarInfo, metadata::Metadata, target_vns)
vns = metadata.vns

# Construct the new transformed values, and keep track of their lengths.
vals_new = map(vns) do vn
# Return early if we're already in unconstrained space.
if istrans(varinfo, vn)
# HACK: if `target_vns` is `nothing`, we ignore the `target_vns` check.
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It's not entirely clear to me why this is a HACK.

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Maybe HACK isn't quite the right word, but it's somewhat ugly design IMO. And the overall thing of "defining a new _getvns which does something slightly different only for a particular sampler" is hack.

if istrans(varinfo, vn) || (target_vns !== nothing && vn ∉ target_vns)
return metadata.vals[getrange(metadata, vn)]
end

Expand Down Expand Up @@ -972,32 +999,49 @@ end
function invlink(
::DynamicTransformation, varinfo::VarInfo, spl::AbstractSampler, model::Model
)
return _invlink(varinfo)
return _invlink(varinfo, spl)
end

function _invlink(varinfo::UntypedVarInfo)
function _invlink(varinfo::UntypedVarInfo, spl::AbstractSampler)
varinfo = deepcopy(varinfo)
return VarInfo(
_invlink_metadata!(varinfo, varinfo.metadata),
_invlink_metadata!(varinfo, varinfo.metadata, _getvns_link(varinfo, spl)),
Base.Ref(getlogp(varinfo)),
Ref(get_num_produce(varinfo)),
)
end

function _invlink(varinfo::TypedVarInfo)
function _invlink(varinfo::TypedVarInfo, spl::AbstractSampler)
varinfo = deepcopy(varinfo)
md = map(Base.Fix1(_invlink_metadata!, varinfo), varinfo.metadata)
# TODO: Update logp, etc.
md = _invlink_metadata_namedtuple!(
varinfo, varinfo.metadata, _getvns_link(varinfo, spl), Val(getspace(spl))
)
return VarInfo(md, Base.Ref(getlogp(varinfo)), Ref(get_num_produce(varinfo)))
end

function _invlink_metadata!(varinfo::VarInfo, metadata::Metadata)
@generated function _invlink_metadata_namedtuple!(
varinfo::VarInfo, metadata::NamedTuple{names}, vns::NamedTuple, ::Val{space}
) where {names,space}
vals = Expr(:tuple)
for f in names
if inspace(f, space) || length(space) == 0
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Suggested change
if inspace(f, space) || length(space) == 0
# we select all variables in `varinfo` if `space = nothing`,
if inspace(f, space) || length(space) == 0

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space is never nothing though. At "best" it's an empty tuple. Remember, space !== vns. The scenario with vns === nothing only comes into play in the next call.

push!(vals.args, :(_invlink_metadata!(varinfo, metadata.$f, vns.$f)))
else
push!(vals.args, :(metadata.$f))
end
end

return :(NamedTuple{$names}($vals))
end
function _invlink_metadata!(varinfo::VarInfo, metadata::Metadata, target_vns)
vns = metadata.vns

# Construct the new transformed values, and keep track of their lengths.
vals_new = map(vns) do vn
# Return early if we're already in constrained space.
if !istrans(varinfo, vn)
# Return early if we're already in constrained space OR if we're not
# supposed to touch this `vn`.
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# HACK: if `target_vns` is `nothing`, we ignore the `target_vns` check.
if !istrans(varinfo, vn) || (target_vns !== nothing && vn ∉ target_vns)
return metadata.vals[getrange(metadata, vn)]
end

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42 changes: 42 additions & 0 deletions test/varinfo.jl
Original file line number Diff line number Diff line change
@@ -1,3 +1,7 @@
# A simple "algorithm" which only has `s` variables in its space.
struct MySAlg end
DynamicPPL.getspace(::DynamicPPL.Sampler{MySAlg}) = (:s,)

@testset "varinfo.jl" begin
@testset "TypedVarInfo" begin
@model gdemo(x, y) = begin
Expand Down Expand Up @@ -421,4 +425,42 @@
end
end
end

@testset "VarInfo with selectors" begin
@testset "$(model.f)" for model in DynamicPPL.TestUtils.DEMO_MODELS
varinfo = VarInfo(model)
selector = DynamicPPL.Selector()
spl = Sampler(MySAlg(), model, selector)

vns = DynamicPPL.TestUtils.varnames(model)
vns_s = filter(vn -> DynamicPPL.getsym(vn) === :s, vns)
vns_m = filter(vn -> DynamicPPL.getsym(vn) === :m, vns)
for vn in vns_s
DynamicPPL.updategid!(varinfo, vn, spl)
end

# Should only get the variables subsumed by `@varname(s)`.
@test varinfo[spl] ==
mapreduce(Base.Fix1(DynamicPPL.getval, varinfo), vcat, vns_s)

# `link`
varinfo_linked = DynamicPPL.link(varinfo, spl, model)
# `s` variables should be linked
@test any(Base.Fix1(DynamicPPL.istrans, varinfo_linked), vns_s)
# `m` variables should NOT be linked
@test any(!Base.Fix1(DynamicPPL.istrans, varinfo_linked), vns_m)
# And `varinfo` should be unchanged
@test all(!Base.Fix1(DynamicPPL.istrans, varinfo), vns)

# `invlink`
varinfo_invlinked = DynamicPPL.invlink(varinfo_linked, spl, model)
# `s` variables should no longer be linked
@test all(!Base.Fix1(DynamicPPL.istrans, varinfo_invlinked), vns_s)
# `m` variables should still not be linked
@test all(!Base.Fix1(DynamicPPL.istrans, varinfo_invlinked), vns_m)
# And `varinfo_linked` should be unchanged
@test any(Base.Fix1(DynamicPPL.istrans, varinfo_linked), vns_s)
@test any(!Base.Fix1(DynamicPPL.istrans, varinfo_linked), vns_m)
end
end
end
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