diff --git a/Project.toml b/Project.toml
index 39bda8294..56e5ff128 100644
--- a/Project.toml
+++ b/Project.toml
@@ -18,17 +18,28 @@ Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
 SuiteSparse = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 
+[weakdeps]
+Atomix = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
+GPUArrays = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
+KernelAbstractions = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+
+[extensions]
+ChainRulesKernelAbstractionsExt = ["Atomix", "GPUArrays", "KernelAbstractions"]
+
 [compat]
 Adapt = "3.4.0, 4"
+Atomix = "0.1"
 ChainRulesCore = "1.25"
 ChainRulesTestUtils = "1.5"
 Compat = "3.46, 4.2"
 Distributed = "1"
 FiniteDifferences = "0.12.20"
 GPUArraysCore = "0.1.0, 0.2"
+GPUArrays = "10, 11"
 IrrationalConstants = "0.1.1, 0.2"
 JLArrays = "0.1"
 JuliaInterpreter = "0.8,0.9"
+KernelAbstractions = "0.9"
 LinearAlgebra = "1"
 Random = "1"
 RealDot = "0.1"
@@ -41,10 +52,13 @@ SuiteSparse = "1"
 julia = "1.6"
 
 [extras]
+Atomix = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
 ChainRulesTestUtils = "cdddcdb0-9152-4a09-a978-84456f9df70a"
+GPUArrays = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
 FiniteDifferences = "26cc04aa-876d-5657-8c51-4c34ba976000"
 JLArrays = "27aeb0d3-9eb9-45fb-866b-73c2ecf80fcb"
 JuliaInterpreter = "aa1ae85d-cabe-5617-a682-6adf51b2e16a"
+KernelAbstractions = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
 Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
 Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
diff --git a/ext/ChainRulesKernelAbstractionsExt/ChainRulesKernelAbstractionsExt.jl b/ext/ChainRulesKernelAbstractionsExt/ChainRulesKernelAbstractionsExt.jl
new file mode 100644
index 000000000..c171d049f
--- /dev/null
+++ b/ext/ChainRulesKernelAbstractionsExt/ChainRulesKernelAbstractionsExt.jl
@@ -0,0 +1,45 @@
+module ChainRulesKernelAbstractionsExt
+
+import Adapt
+import Atomix
+import ChainRules
+import GPUArrays
+import KernelAbstractions as KA
+
+using GPUArraysCore: AbstractGPUArray
+using KernelAbstractions
+
+function ChainRules.∇getindex!(dx::AbstractGPUArray, dy, inds...)
+    kab = get_backend(dx)
+
+    if KA.supports_atomics(kab)
+        gids = GPUArrays.to_indices(dx, inds)
+        idims = map(length, gids)
+        Is = map(Adapt.adapt(GPUArrays.ToGPU(dy)), gids)
+        scatter!(kab)(+, dx, dy, idims, Is...; ndrange=length(dy))
+    else
+        dx_cpu = Adapt.adapt(Array, dx)
+        view(dx_cpu, Adapt.adapt(Array, inds)...) .+= Adapt.adapt(Array, dy)
+        copyto!(dx, dx_cpu)
+    end
+    return dx
+end
+
+@kernel function scatter!(op, dest, src, idims, Is::Vararg{Any, N}) where N
+    _scatter!(@index(Global), op, dest, src, idims, Is...)
+end
+
+@generated function _scatter!(i, op, dest, src, idims, Is::Vararg{Any, N}) where N
+    quote
+        is = @inbounds CartesianIndices(idims)[i]
+        dv = src[i]
+        Base.Cartesian.@nexprs $N j -> I_j = @inbounds((Is[j])[is[j]])
+        Base.Cartesian.@ncall $N _accum! op dest dv j -> I_j
+    end
+end
+
+function _accum!(op, dest, val, ids...)
+    Atomix.modify!(Atomix.IndexableRef(dest, (ids...,)), op, val)
+end
+
+end
diff --git a/src/rulesets/Base/indexing.jl b/src/rulesets/Base/indexing.jl
index 61216bda2..329d0969e 100644
--- a/src/rulesets/Base/indexing.jl
+++ b/src/rulesets/Base/indexing.jl
@@ -168,9 +168,9 @@ function rrule(::typeof(∇getindex), x, dy, inds...)
     return z, ∇getindex_pullback
 end
 
-# Indexing with repeated indices on a GPU will lead ∇getindex to have race conditions & wrong answers.
-# To avoid this, copy everything back to the CPU.
-# But don't do that for indices which are known to be unique, e.g. `A[1, 2:3, :]` the colon gives Base.Slice:
+# NOTE:
+# Generic `∇getindex!(dx::AbstractGPUArray, dy, inds...)`
+# is implemented in `ext/` with a custom kernel.
 
 function ∇getindex!(dx::AbstractGPUArray, dy, inds::Integer...)
     view(dx, inds...) .+= Ref(dy)
@@ -180,12 +180,6 @@ function ∇getindex!(dx::AbstractGPUArray, dy, inds::Union{Integer, AbstractUni
     view(dx, inds...) .+= dy
     return dx
 end
-function ∇getindex!(dx::AbstractGPUArray, dy, inds...)
-    dx_cpu = adapt(Array, dx)
-    view(dx_cpu, adapt(Array, inds)...) .+= adapt(Array, dy)
-    copyto!(dx, dx_cpu)
-    return dx
-end
 
 #####
 ##### view