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20 | 20 | function rrule(::typeof(norm), x::AbstractArray{<:Number}, p::Real)
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21 | 21 | y = LinearAlgebra.norm(x, p)
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22 | 22 | function norm_pullback_p(Δy)
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23 |
| - ∂x = if isempty(x) || p == 0 |
24 |
| - InplaceableThunk( |
25 |
| - @thunk(zero.(x) .* (zero(y) * zero(real(Δy)))), |
26 |
| - identity, |
27 |
| - ) |
| 23 | + ∂x = InplaceableThunk( |
| 24 | + # out-of-place versions |
| 25 | + if isempty(x) || p == 0 |
| 26 | + @thunk(zero.(x) .* (zero(y) * zero(real(Δy)))) |
28 | 27 | elseif p == 2
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29 |
| - InplaceableThunk( |
30 |
| - @thunk(_norm2_back(x, y, Δy)), |
31 |
| - dx -> _norm2_back!(dx, x, y, Δy), |
32 |
| - ) |
| 28 | + @thunk(_norm2_back(x, y, Δy)) |
33 | 29 | elseif p == 1
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34 |
| - InplaceableThunk( |
35 |
| - @thunk(_norm1_back(x, y, Δy)), |
36 |
| - dx -> _norm1_back!(dx, x, y, Δy), |
37 |
| - ) |
| 30 | + @thunk(_norm1_back(x, y, Δy)) |
38 | 31 | elseif p == Inf
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39 |
| - _normInf_back(x, y, Δy) |
| 32 | + @thunk(_normInf_back(x, y, Δy)) |
40 | 33 | elseif p == -Inf
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41 |
| - _normInf_back(x, y, Δy) |
| 34 | + @thunk(_normInf_back(x, y, Δy)) |
42 | 35 | else
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43 |
| - _normp_back_x(x, p, y, Δy) |
| 36 | + @thunk(_normp_back_x(x, p, y, Δy)) |
| 37 | + end, |
| 38 | + # in-place versions |
| 39 | + if isempty(x) || p == 0 |
| 40 | + identity |
| 41 | + elseif p == 2 |
| 42 | + dx -> _norm2_back!(dx, x, y, Δy) |
| 43 | + elseif p == 1 |
| 44 | + dx -> _norm1_back!(dx, x, y, Δy) |
| 45 | + elseif p == Inf |
| 46 | + dx -> dx .+= _normInf_back(x, y, Δy) # not really in-place! could perhaps be improved |
| 47 | + elseif p == -Inf |
| 48 | + dx -> dx .+= _normInf_back(x, y, Δy) |
| 49 | + else |
| 50 | + dx -> dx .+= _normp_back_x(x, p, y, Δy) |
44 | 51 | end
|
| 52 | + ) |
45 | 53 | ∂p = @thunk _normp_back_p(x, p, y, Δy)
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46 | 54 | return (NO_FIELDS, ∂x, ∂p)
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47 | 55 | end
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51 | 59 | function rrule(::typeof(norm), x::AbstractArray{<:Number})
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52 | 60 | y = LinearAlgebra.norm(x)
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53 | 61 | function norm_pullback_2(Δy)
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54 |
| - ∂x = if isempty(x) |
55 |
| - zero.(x) .* (zero(y) * zero(real(Δy))) |
56 |
| - else |
57 |
| - InplaceableThunk( |
58 |
| - @thunk(_norm2_back(x, y, Δy)), |
59 |
| - dx -> _norm2_back!(dx, x, y, Δy), |
| 62 | + ∂x = InplaceableThunk( |
| 63 | + if isempty(x) |
| 64 | + @thunk(zero.(x) .* (zero(y) * zero(real(Δy)))) |
| 65 | + else |
| 66 | + @thunk(_norm2_back(x, y, Δy)) |
| 67 | + end |
| 68 | + , |
| 69 | + if isempty(x) |
| 70 | + identity |
| 71 | + else |
| 72 | + dx -> _norm2_back!(dx, x, y, Δy) |
| 73 | + end |
60 | 74 | )
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61 |
| - end |
62 | 75 | return (NO_FIELDS, ∂x)
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63 | 76 | end
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64 | 77 | norm_pullback_2(::Zero) = (NO_FIELDS, Zero())
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