diff --git a/HISTORY.md b/HISTORY.md
index a5976f631..4e9bc2d42 100644
--- a/HISTORY.md
+++ b/HISTORY.md
@@ -1,5 +1,9 @@
 # DynamicPPL Changelog
 
+## 0.36.3
+
+Moved the `bijector(model)`, where `model` is a `DynamicPPL.Model`, function from the Turing main repo.
+
 ## 0.36.2
 
 Improved docstrings for AD testing utilities.
diff --git a/Project.toml b/Project.toml
index 860ece8b3..5bef5bcb1 100644
--- a/Project.toml
+++ b/Project.toml
@@ -1,6 +1,6 @@
 name = "DynamicPPL"
 uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8"
-version = "0.36.2"
+version = "0.36.3"
 
 [deps]
 ADTypes = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
diff --git a/src/DynamicPPL.jl b/src/DynamicPPL.jl
index c1c613d08..21f9044cd 100644
--- a/src/DynamicPPL.jl
+++ b/src/DynamicPPL.jl
@@ -179,6 +179,7 @@ include("logdensityfunction.jl")
 include("model_utils.jl")
 include("extract_priors.jl")
 include("values_as_in_model.jl")
+include("bijector.jl")
 
 include("debug_utils.jl")
 using .DebugUtils
diff --git a/src/bijector.jl b/src/bijector.jl
new file mode 100644
index 000000000..31fe7cd88
--- /dev/null
+++ b/src/bijector.jl
@@ -0,0 +1,60 @@
+
+"""
+    bijector(model::Model[, sym2ranges = Val(false)])
+
+Returns a `Stacked <: Bijector` which maps from the support of the posterior to ℝᵈ with `d`
+denoting the dimensionality of the latent variables.
+"""
+function Bijectors.bijector(
+    model::DynamicPPL.Model,
+    (::Val{sym2ranges})=Val(false);
+    varinfo=DynamicPPL.VarInfo(model),
+) where {sym2ranges}
+    dists = vcat([varinfo.metadata[sym].dists for sym in keys(varinfo.metadata)]...)
+
+    num_ranges = sum([
+        length(varinfo.metadata[sym].ranges) for sym in keys(varinfo.metadata)
+    ])
+    ranges = Vector{UnitRange{Int}}(undef, num_ranges)
+    idx = 0
+    range_idx = 1
+
+    # ranges might be discontinuous => values are vectors of ranges rather than just ranges
+    sym_lookup = Dict{Symbol,Vector{UnitRange{Int}}}()
+    for sym in keys(varinfo.metadata)
+        sym_lookup[sym] = Vector{UnitRange{Int}}()
+        for r in varinfo.metadata[sym].ranges
+            ranges[range_idx] = idx .+ r
+            push!(sym_lookup[sym], ranges[range_idx])
+            range_idx += 1
+        end
+
+        idx += varinfo.metadata[sym].ranges[end][end]
+    end
+
+    bs = map(tuple(dists...)) do d
+        b = Bijectors.bijector(d)
+        if d isa Distributions.UnivariateDistribution
+            b
+        else
+            # Wrap a bijector `f` such that it operates on vectors of length `prod(in_size)`
+            # and produces a vector of length `prod(Bijectors.output(f, in_size))`.
+            in_size = size(d)
+            vec_in_length = prod(in_size)
+            reshape_inner = Bijectors.Reshape((vec_in_length,), in_size)
+            out_size = Bijectors.output_size(b, in_size)
+            vec_out_length = prod(out_size)
+            reshape_outer = Bijectors.Reshape(out_size, (vec_out_length,))
+            reshape_outer ∘ b ∘ reshape_inner
+        end
+    end
+
+    if sym2ranges
+        return (
+            Bijectors.Stacked(bs, ranges),
+            (; collect(zip(keys(sym_lookup), values(sym_lookup)))...),
+        )
+    else
+        return Bijectors.Stacked(bs, ranges)
+    end
+end
diff --git a/test/bijector.jl b/test/bijector.jl
new file mode 100644
index 000000000..08ea0a94d
--- /dev/null
+++ b/test/bijector.jl
@@ -0,0 +1,28 @@
+
+@testset "bijector.jl" begin
+    @testset "bijector" begin
+        @model function test()
+            m ~ Normal()
+            s ~ InverseGamma(3, 3)
+            return c ~ Dirichlet([1.0, 1.0])
+        end
+
+        m = test()
+        b = bijector(m)
+
+        # m ∈ ℝ, s ∈ ℝ+, c ∈ 2-simplex 
+        # check dimensionalities and ranges
+        @test b.length_in == 4
+        @test b.length_out == 3
+        @test b.ranges_in == [1:1, 2:2, 3:4]
+        @test b.ranges_out == [1:1, 2:2, 3:3]
+        @test b.ranges_out == [1:1, 2:2, 3:3]
+
+        # check support of mapped variables
+        binv = inverse(b)
+        zs = mapslices(binv, randn(b.length_out, 10000); dims=1)
+
+        @test all(zs[2, :] .≥ 0)
+        @test all(sum(zs[3:4, :]; dims=1) .≈ 1.0)
+    end
+end
diff --git a/test/runtests.jl b/test/runtests.jl
index 72f33f2d0..06e58738d 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -68,6 +68,7 @@ include("test_util.jl")
         include("debug_utils.jl")
         include("deprecated.jl")
         include("submodels.jl")
+        include("bijector.jl")
     end
 
     if GROUP == "All" || GROUP == "Group2"