diff --git a/.JuliaFormatter.toml b/.JuliaFormatter.toml
index d134ef2..dbc3116 100644
--- a/.JuliaFormatter.toml
+++ b/.JuliaFormatter.toml
@@ -4,6 +4,5 @@ always_use_return = true
 margin = 92
 indent = 4
 format_docstrings = true
-join_lines_based_on_source = false
 separate_kwargs_with_semicolon = true
 always_for_in = true
diff --git a/Project.toml b/Project.toml
index b6b6eb6..714c201 100644
--- a/Project.toml
+++ b/Project.toml
@@ -1,7 +1,7 @@
 name = "LuxDeviceUtils"
 uuid = "34f89e08-e1d5-43b4-8944-0b49ac560553"
 authors = ["Avik Pal <avikpal@mit.edu> and contributors"]
-version = "0.1.5"
+version = "0.1.6"
 
 [deps]
 Adapt = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
@@ -14,6 +14,7 @@ Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [weakdeps]
+ComponentArrays = "b0b7db55-cfe3-40fc-9ded-d10e2dbeff66"
 FillArrays = "1a297f60-69ca-5386-bcde-b61e274b549b"
 LuxAMDGPU = "83120cb1-ca15-4f04-bf3b-6967d2e6b60b"
 LuxCUDA = "d0bbae9a-e099-4d5b-a835-1c6931763bda"
@@ -21,6 +22,7 @@ Metal = "dde4c033-4e86-420c-a63e-0dd931031962"
 Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
 
 [extensions]
+LuxDeviceUtilsComponentArraysExt = "ComponentArrays"
 LuxDeviceUtilsFillArraysExt = "FillArrays"
 LuxDeviceUtilsLuxAMDGPUExt = "LuxAMDGPU"
 LuxDeviceUtilsLuxCUDAExt = "LuxCUDA"
@@ -30,6 +32,7 @@ LuxDeviceUtilsZygoteExt = "Zygote"
 [compat]
 Adapt = "3"
 ChainRulesCore = "1"
+ComponentArrays = "0.13, 0.14"
 FillArrays = "0.13, 1"
 Functors = "0.2, 0.3, 0.4"
 LuxAMDGPU = "0.1"
@@ -42,6 +45,7 @@ Zygote = "0.6"
 julia = "1.6"
 
 [extras]
+ComponentArrays = "b0b7db55-cfe3-40fc-9ded-d10e2dbeff66"
 FillArrays = "1a297f60-69ca-5386-bcde-b61e274b549b"
 LuxAMDGPU = "83120cb1-ca15-4f04-bf3b-6967d2e6b60b"
 LuxCUDA = "d0bbae9a-e099-4d5b-a835-1c6931763bda"
diff --git a/ext/LuxDeviceUtilsComponentArraysExt.jl b/ext/LuxDeviceUtilsComponentArraysExt.jl
new file mode 100644
index 0000000..eaf3ac7
--- /dev/null
+++ b/ext/LuxDeviceUtilsComponentArraysExt.jl
@@ -0,0 +1,10 @@
+module LuxDeviceUtilsComponentArraysExt
+
+# FIXME: Needs upstreaming
+using Adapt, ComponentArrays
+
+function Adapt.adapt_structure(to, ca::ComponentArray)
+    return ComponentArray(adapt(to, getdata(ca)), getaxes(ca))
+end
+
+end
diff --git a/src/LuxDeviceUtils.jl b/src/LuxDeviceUtils.jl
index ca439dd..45cd396 100644
--- a/src/LuxDeviceUtils.jl
+++ b/src/LuxDeviceUtils.jl
@@ -68,6 +68,11 @@ Return a tuple of supported GPU backends.
 
     This is not the list of functional backends on the system, but rather backends which
     `Lux.jl` supports.
+
+!!! warning
+
+    `Metal.jl` support is **extremely** experimental and most things are not expected to
+    work.
 """
 supported_gpu_backends() = map(_get_device_name, GPU_DEVICES)
 
@@ -87,8 +92,7 @@ Selects GPU device based on the following criteria:
 """
 function gpu_device(; force_gpu_usage::Bool=false)::AbstractLuxDevice
     if GPU_DEVICE[] !== nothing
-        force_gpu_usage &&
-            !(GPU_DEVICE[] isa AbstractLuxGPUDevice) &&
+        force_gpu_usage && !(GPU_DEVICE[] isa AbstractLuxGPUDevice) &&
             throw(LuxDeviceSelectionException())
         return GPU_DEVICE[]
     end
@@ -202,10 +206,10 @@ Return a `LuxCPUDevice` object which can be used to transfer data to CPU.
 """
 @inline cpu_device() = LuxCPUDevice()
 
-(::LuxCPUDevice)(x) = fmap(x -> adapt(LuxCPUAdaptor(), x), x; exclude=_isleaf)
-(::LuxCUDADevice)(x) = fmap(x -> adapt(LuxCUDAAdaptor(), x), x; exclude=_isleaf)
-(::LuxAMDGPUDevice)(x) = fmap(x -> adapt(LuxAMDGPUAdaptor(), x), x; exclude=_isleaf)
-(::LuxMetalDevice)(x) = fmap(x -> adapt(LuxMetalAdaptor(), x), x; exclude=_isleaf)
+(::LuxCPUDevice)(x) = fmap(Base.Fix1(adapt, LuxCPUAdaptor()), x; exclude=_isleaf)
+(::LuxCUDADevice)(x) = fmap(Base.Fix1(adapt, LuxCUDAAdaptor()), x; exclude=_isleaf)
+(::LuxAMDGPUDevice)(x) = fmap(Base.Fix1(adapt, LuxAMDGPUAdaptor()), x; exclude=_isleaf)
+(::LuxMetalDevice)(x) = fmap(Base.Fix1(adapt, LuxMetalAdaptor()), x; exclude=_isleaf)
 
 for dev in (LuxCPUDevice, LuxCUDADevice, LuxAMDGPUDevice, LuxMetalDevice)
     @eval begin
diff --git a/test/Project.toml b/test/Project.toml
index 71a2921..9aa4125 100644
--- a/test/Project.toml
+++ b/test/Project.toml
@@ -1,5 +1,6 @@
 [deps]
 Aqua = "4c88cf16-eb10-579e-8560-4a9242c79595"
+ComponentArrays = "b0b7db55-cfe3-40fc-9ded-d10e2dbeff66"
 FillArrays = "1a297f60-69ca-5386-bcde-b61e274b549b"
 LuxCore = "bb33d45b-7691-41d6-9220-0943567d0623"
 Pkg = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
diff --git a/test/component_arrays.jl b/test/component_arrays.jl
new file mode 100644
index 0000000..3825a22
--- /dev/null
+++ b/test/component_arrays.jl
@@ -0,0 +1,17 @@
+using LuxDeviceUtils, ComponentArrays, Random
+
+@testset "https://github.com/LuxDL/LuxDeviceUtils.jl/issues/10 patch" begin
+    dev = LuxCPUDevice()
+    ps = (; weight=randn(10, 1), bias=randn(1))
+
+    ps_ca = ps |> ComponentArray
+
+    ps_ca_dev = ps_ca |> dev
+
+    @test ps_ca_dev isa ComponentArray
+
+    @test ps_ca_dev.weight == ps.weight
+    @test ps_ca_dev.bias == ps.bias
+
+    @test ps_ca_dev == (ps |> dev |> ComponentArray)
+end
diff --git a/test/runtests.jl b/test/runtests.jl
index aa9c898..0e10e2a 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -47,4 +47,10 @@ end
             Aqua.test_all(LuxDeviceUtils; piracy=false)
         end
     end
+
+    @testset "Others" begin
+        @safetestset "Component Arrays" begin
+            include("component_arrays.jl")
+        end
+    end
 end