Add missing file

Author: wsmoses

src/enzyme.jl

@@ -0,0 +1,72 @@
+import EnzymeCore
+
+function EnzymeCore.EnzymeRules.augmented_primal(config, func::EnzymeCore.Const{typeof(NNlib.conv!)}, ::Type{RT}, y::OutType, x, w, cdims; kwargs...) where {OutType, RT}
+
+    @assert !(OutType <: EnzymeCore.Const)
+    if OutType <: EnzymeCore.Duplicated || OutType <: EnzymeCore.DuplicatedNoNeed
+        func.val(y.val, x.val, w.val, cdims.val; kwargs...)
+    end
+
+    primal = if EnzymeCore.EnzymeRules.needs_primal(config)
+        y.val
+    else
+        nothing
+    end
+    shadow = if EnzymeCore.EnzymeRules.needs_shadow(config)
+        y.dval
+    else
+        nothing
+    end
+
+    # Cache x if its overwritten and w is active (and thus required)
+    cache_x = ( EnzymeCore.EnzymeRules.overwritten(config)[3] && !(typeof(w) <: EnzymeCore.Const) ) ? copy(x.val) : nothing
+
+    # Cache w if its overwritten and x is active (and thus required)
+    cache_w = ( EnzymeCore.EnzymeRules.overwritten(config)[4] && !(typeof(x) <: EnzymeCore.Const) ) ? copy(w.val) : nothing
+
+    cache = (cache_x, cache_w)
+
+    return EnzymeCore.EnzymeRules.AugmentedReturn(primal, shadow, cache)
+end
+
+function EnzymeCore.EnzymeRules.reverse(config, func::EnzymeCore.Const{typeof(NNlib.conv!)}, ::Type{RT}, cache, y, x, w, cdims; kwargs...) where {RT}
+    cache_x, cache_w = cache
+
+    # Don't cache x if not overwritten and w is active (and thus required)
+    if !(typeof(w) <: EnzymeCore.Const)
+        if !EnzymeCore.EnzymeRules.overwritten(config)[3]
+            cache_x = x.val
+        end
+    end
+
+    # Don't cache w if not overwritten and x is active (and thus required)
+    if !(typeof(x) <: EnzymeCore.Const)
+        if !EnzymeCore.EnzymeRules.overwritten(config)[4]
+            cache_w = w.val
+        end
+    end
+
+    dys = y.dval
+    dxs = (typeof(x) <: EnzymeCore.Const) ? dys : x.dval
+    dws = (typeof(w) <: EnzymeCore.Const) ? dys : w.dval
+
+    if EnzymeCore.EnzymeRules.width(config) == 1
+        dys = (dys,)
+        dxs = (dxs,)
+        dws = (dws,)
+    end
+
+    for (dy, dx, dw) in zip(dys, dxs, dws)
+        if !(typeof(x) <: EnzymeCore.Const) && dx !== x
+            # dx += grad wrt x
+            NNlib.∇conv_data!(dx, dy, cache_w, cdims.val; alpha=eltype(dw)(1), beta=eltype(dw)(1), kwargs...)
+        end
+        if !(typeof(w) <: EnzymeCore.Const) && dw !== w
+            # dw += grad wrt w
+            NNlib.∇conv_filter!(dw, cache_x, dy, cdims.val; alpha=eltype(dw)(1), beta=eltype(dw)(1), kwargs...)
+        end
+        dy .= 0
+    end
+
+    return (nothing, nothing, nothing, nothing)
+end