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20 | 20 | function rrule(::typeof(norm), x::AbstractArray{<:Number}, p::Real) |
21 | 21 | y = LinearAlgebra.norm(x, p) |
22 | 22 | function norm_pullback_p(Δy) |
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 |
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 |
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 |
39 | | - _normInf_back(x, y, Δy) |
| 32 | + @thunk(_normInf_back(x, y, Δy)) |
40 | 33 | elseif p == -Inf |
41 | | - _normInf_back(x, y, Δy) |
| 34 | + @thunk(_normInf_back(x, y, Δy)) |
42 | 35 | else |
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) |
46 | 54 | return (NO_FIELDS, ∂x, ∂p) |
47 | 55 | end |
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51 | 59 | function rrule(::typeof(norm), x::AbstractArray{<:Number}) |
52 | 60 | y = LinearAlgebra.norm(x) |
53 | 61 | function norm_pullback_2(Δy) |
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 | ) |
61 | | - end |
62 | 75 | return (NO_FIELDS, ∂x) |
63 | 76 | end |
64 | 77 | norm_pullback_2(::Zero) = (NO_FIELDS, Zero()) |
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