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immutable Partials{T,C} | |
data::C | |
end | |
Partials(data) = Partials{eltype(data),typeof(data)}(data) | |
data(p::Partials) = p.data | |
immutable GradientNumber{T,C} | |
value::T | |
partials::Partials{T,C} | |
end | |
partials(g::GradientNumber) = g.partials | |
value(g::GradientNumber) = g.value | |
# Gradient number | |
@inline +(g1::GradientNumber, g2::GradientNumber) = g1(value(g1)+value(g2), partials(g1)+partials(g2)) | |
@inline +{N}(g1::GradientNumber{N}, g2::GradientNumber{N}) = GradientNumber(value(g1)+value(g2), partials(g1)+partials(g2)) | |
@inline +(g::GradientNumber, x::Real) = GradientNumber(value(g)+x, partials(g)) | |
@inline +(x::Real, g::GradientNumber) = g+x | |
@inline -(g::GradientNumber) = GradientNumber(-value(g), -partials(g)) | |
@inline -(g1::GradientNumber, g2::GradientNumber) = GradientNumber(value(g1)-value(g2), partials(g1)-partials(g2)) | |
@inline -(g::GradientNumber, x::Real) = GradientNumber(value(g)-x, partials(g)) | |
@inline -(x::Real, g::GradientNumber) = GradientNumber(x-value(g), -partials(g)) | |
@inline *(g::GradientNumber, x::Bool) = x ? g : (signbit(value(g))==0 ? zero(g) : -zero(g)) | |
@inline *(x::Bool, g::GradientNumber) = g*x | |
@inline function *(g1::GradientNumber, g2::GradientNumber) | |
a1, a2 = value(g1), value(g2) | |
return GradientNumber(a1*a2, _mul_partials(partials(g1), partials(g2), a2, a1)) | |
end | |
@inline *(g::GradientNumber, x::Real) = GradientNumber(value(g)*x, partials(g)*x) | |
@inline *(x::Real, g::GradientNumber) = g*x | |
@inline function /(g1::GradientNumber, g2::GradientNumber) | |
a1, a2 = value(g1), value(g2) | |
div_a = a1/a2 | |
return GradientNumber(div_a, _div_partials(partials(g1), partials(g2), a1, a2)) | |
end | |
@inline function /(x::Real, g::GradientNumber) | |
a = value(g) | |
div_a = x/a | |
deriv = -(div_a/a) | |
return gradnum_from_deriv(g, div_a, deriv) | |
end | |
@inline function /(g::GradientNumber, x::Real) | |
div_a = value(g)/x | |
return GradientNumber(div_a, partials(g)/x) | |
end | |
# Partials | |
@inline +(a::Partials, b::Partials) = Partials(data(a) + data(b)) | |
@inline -(a::Partials, b::Partials) = Partials(data(a) - data(b)) | |
@inline -(partials::Partials) = Partials(-data(partials)) | |
@inline *(partials::Partials, x::Number) = Partials(data(partials) * x) | |
@inline /(partials::Partials, x::Number) = Partials(data(partials) / x) | |
@inline *(x::Number, partials::Partials) = partials*x | |
@inline _mul_partials(a::Partials, b::Partials, afactor, bfactor) = Partials(data(a) * bfactor + data(b) * afactor) | |
@inline function _div_partials(a::Partials, b::Partials, aval, bval) | |
afactor = inv(bval) | |
bfactor = -aval/(bval*bval) | |
return _mul_partials(a, b, afactor, bfactor) | |
end |
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