diff --git a/src/KernelAbstractions.jl b/src/KernelAbstractions.jl
index 8ef7c071d..9469c21a3 100644
--- a/src/KernelAbstractions.jl
+++ b/src/KernelAbstractions.jl
@@ -50,7 +50,7 @@ synchronize(backend)
 ```
 """
 macro kernel(expr)
-    return __kernel(expr, #=generate_cpu=# true, #=force_inbounds=# false, #=unsafe_indices=# false)
+    return __kernel(__module__, expr, #=generate_cpu=# true, #=force_inbounds=# false, #=unsafe_indices=# false, #=generated=# false)
 end
 
 """
@@ -69,11 +69,12 @@ This allows for two different configurations:
 """
 macro kernel(ex...)
     if length(ex) == 1
-        return __kernel(ex[1], true, false, false)
+        return __kernel(__module__, ex[1], true, false, false, false)
     else
         generate_cpu = true
         unsafe_indices = false
         force_inbounds = false
+        generated = false
         for i in 1:(length(ex) - 1)
             if ex[i] isa Expr && ex[i].head == :(=) &&
                     ex[i].args[1] == :cpu && ex[i].args[2] isa Bool
@@ -84,17 +85,21 @@ macro kernel(ex...)
             elseif ex[i] isa Expr && ex[i].head == :(=) &&
                     ex[i].args[1] == :unsafe_indices && ex[i].args[2] isa Bool
                 unsafe_indices = ex[i].args[2]
+            elseif ex[i] isa Expr && ex[i].head == :(=) &&
+                    ex[i].args[1] == :generated && ex[i].args[2] isa Bool
+                generated = ex[i].args[2]
             else
                 error(
                     "Configuration should be of form:\n" *
                         "* `cpu=false`\n" *
                         "* `inbounds=true`\n" *
                         "* `unsafe_indices=true`\n" *
+                        "* `generated=true`\n" *
                         "got `", ex[i], "`",
                 )
             end
         end
-        return __kernel(ex[end], generate_cpu, force_inbounds, unsafe_indices)
+        return __kernel(__module__, ex[end], generate_cpu, force_inbounds, unsafe_indices, generated)
     end
 end
 
diff --git a/src/macros.jl b/src/macros.jl
index 696008727..ddf67d2dd 100644
--- a/src/macros.jl
+++ b/src/macros.jl
@@ -10,7 +10,7 @@ function find_return(stmt)
 end
 
 # XXX: Proper errors
-function __kernel(expr, generate_cpu = true, force_inbounds = false, unsafe_indices = false)
+function __kernel(__module__, expr, generate_cpu = true, force_inbounds = false, unsafe_indices = false, generated = false)
     def = splitdef(expr)
     name = def[:name]
     args = def[:args]
@@ -41,12 +41,22 @@ function __kernel(expr, generate_cpu = true, force_inbounds = false, unsafe_indi
         def_cpu = deepcopy(def)
         def_cpu[:name] = cpu_name
         transform_cpu!(def_cpu, constargs, force_inbounds)
+        if generated
+            # Use macroexpand to perform the annoying work of interpolating `$` exprs
+            body = macroexpand(__module__, Expr(:quote, def_cpu[:body]), recursive = false)
+            def_cpu[:body] = Expr(:if, Expr(:generated), body, Expr(:meta, :generated_only))
+        end
         cpu_function = combinedef(def_cpu)
     end
 
     def_gpu = deepcopy(def)
     def_gpu[:name] = gpu_name = Symbol(:gpu_, name)
     transform_gpu!(def_gpu, constargs, force_inbounds, unsafe_indices)
+    if generated
+        # Use macroexpand to perform the annoying work of interpolating `$` exprs
+        body = macroexpand(__module__, Expr(:quote, def_gpu[:body]), recursive = false)
+        def_gpu[:body] = Expr(:if, Expr(:generated), body, Expr(:meta, :generated_only))
+    end
     gpu_function = combinedef(def_gpu)
 
     # create constructor functions
diff --git a/test/reflection.jl b/test/reflection.jl
index 6ce46b2b1..9952e098e 100644
--- a/test/reflection.jl
+++ b/test/reflection.jl
@@ -15,6 +15,11 @@ end
     A[I] = i + C[I]
 end
 
+@kernel generated = true function f(::Val{N}) where {N}
+    KernelAbstractions.Extras.@unroll $N for i in 1:10
+    end
+end
+
 function test_typed_kernel_dynamic(backend, backend_str, ArrayT)
     A = ArrayT(ones(Float32, 1024, 1024))
     kernel = mul2(backend())
@@ -102,5 +107,6 @@ function reflection_testsuite(backend, backend_str, ArrayT)
     test_typed_kernel_static(backend, backend_str, ArrayT)
     test_typed_kernel_no_optimize(backend, backend_str, ArrayT)
     test_expr_kernel(backend, backend_str, ArrayT)
+    test_generated_kernel(backend, backend_str, ArrayT)
     return
 end