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view LazyTensors/src/lazy_array.jl @ 325:41c3c25e4e3b
LazyTensors: Simplify the LazyElementwiseOperation type by restricting it and introducing a LazyConstantArray to handle scalars.
author | Jonatan Werpers <jonatan@werpers.com> |
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date | Thu, 24 Sep 2020 22:31:04 +0200 |
parents | 634453a4e1d8 |
children |
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""" LazyArray{T,D} <: AbstractArray{T,D} Array which is calcualted lazily when indexing. A subtype of `LazyArray` will use lazy version of `+`, `-`, `*`, `/`. """ abstract type LazyArray{T,D} <: AbstractArray{T,D} end export LazyArray struct LazyConstantArray{T,D} <: LazyArray{T,D} val::T size::NTuple{D,Int} end Base.size(lca::LazyConstantArray) = lca.size Base.getindex(lca::LazyConstantArray{T,D}, I::Vararg{Int,D}) where {T,D} = lca.val """ LazyElementwiseOperation{T,D,Op} <: LazyArray{T,D} Struct allowing for lazy evaluation of elementwise operations on AbstractArrays. A LazyElementwiseOperation contains two arrays together with an operation. The operations are carried out when the LazyElementwiseOperation is indexed. """ struct LazyElementwiseOperation{T,D,Op} <: LazyArray{T,D} a::AbstractArray{T,D} b::AbstractArray{T,D} function LazyElementwiseOperation{T,D,Op}(a::AbstractArray{T,D},b::AbstractArray{T,D}) where {T,D,Op} @boundscheck if size(a) != size(b) throw(DimensionMismatch("dimensions must match")) end return new{T,D,Op}(a,b) end LazyElementwiseOperation{T,D,Op}(a::AbstractArray{T,D},b::T) where {T,D,Op} = new{T,D,Op}(a, LazyConstantArray(b, size(a))) LazyElementwiseOperation{T,D,Op}(a::T,b::AbstractArray{T,D}) where {T,D,Op} = new{T,D,Op}(LazyConstantArray(a, size(b)), b) end # TODO: Move Op to be the first parameter? Compare to Binary operations Base.size(v::LazyElementwiseOperation) = size(v.a) evaluate(leo::LazyElementwiseOperation{T,D,:+}, I::Vararg{Int,D}) where {T,D} = leo.a[I...] + leo.b[I...] evaluate(leo::LazyElementwiseOperation{T,D,:-}, I::Vararg{Int,D}) where {T,D} = leo.a[I...] - leo.b[I...] evaluate(leo::LazyElementwiseOperation{T,D,:*}, I::Vararg{Int,D}) where {T,D} = leo.a[I...] * leo.b[I...] evaluate(leo::LazyElementwiseOperation{T,D,:/}, I::Vararg{Int,D}) where {T,D} = leo.a[I...] / leo.b[I...] # TODO: Make sure boundschecking is done properly and that the lenght of the vectors are equal # NOTE: Boundschecking in getindex functions now assumes that the size of the # vectors in the LazyElementwiseOperation are the same size. If we remove the # size assertion in the constructor we might have to handle # boundschecking differently. Base.@propagate_inbounds @inline function Base.getindex(leo::LazyElementwiseOperation{T,D}, I::Vararg{Int,D}) where {T,D} @boundscheck if !checkbounds(Bool, leo.a, I...) throw(BoundsError([leo], I...)) end return evaluate(leo, I...) end # Define lazy operations for AbstractArrays. Operations constructs a LazyElementwiseOperation which # can later be indexed into. Lazy operations are denoted by the usual operator followed by a tilde Base.@propagate_inbounds +̃(a::AbstractArray{T,D}, b::AbstractArray{T,D}) where {T,D} = LazyElementwiseOperation{T,D,:+}(a,b) Base.@propagate_inbounds -̃(a::AbstractArray{T,D}, b::AbstractArray{T,D}) where {T,D} = LazyElementwiseOperation{T,D,:-}(a,b) Base.@propagate_inbounds *̃(a::AbstractArray{T,D}, b::AbstractArray{T,D}) where {T,D} = LazyElementwiseOperation{T,D,:*}(a,b) Base.@propagate_inbounds /̃(a::AbstractArray{T,D}, b::AbstractArray{T,D}) where {T,D} = LazyElementwiseOperation{T,D,:/}(a,b) Base.@propagate_inbounds +̃(a::AbstractArray{T,D}, b::T) where {T,D} = LazyElementwiseOperation{T,D,:+}(a,b) Base.@propagate_inbounds -̃(a::AbstractArray{T,D}, b::T) where {T,D} = LazyElementwiseOperation{T,D,:-}(a,b) Base.@propagate_inbounds *̃(a::AbstractArray{T,D}, b::T) where {T,D} = LazyElementwiseOperation{T,D,:*}(a,b) Base.@propagate_inbounds /̃(a::AbstractArray{T,D}, b::T) where {T,D} = LazyElementwiseOperation{T,D,:/}(a,b) Base.@propagate_inbounds +̃(a::T, b::AbstractArray{T,D}) where {T,D} = LazyElementwiseOperation{T,D,:+}(a,b) Base.@propagate_inbounds -̃(a::T, b::AbstractArray{T,D}) where {T,D} = LazyElementwiseOperation{T,D,:-}(a,b) Base.@propagate_inbounds *̃(a::T, b::AbstractArray{T,D}) where {T,D} = LazyElementwiseOperation{T,D,:*}(a,b) Base.@propagate_inbounds /̃(a::T, b::AbstractArray{T,D}) where {T,D} = LazyElementwiseOperation{T,D,:/}(a,b) # NOTE: Är det knas att vi har till exempel * istället för .* ?? # Oklart om det ens går att lösa.. Base.@propagate_inbounds Base.:+(a::LazyArray{T,D}, b::LazyArray{T,D}) where {T,D} = a +̃ b Base.@propagate_inbounds Base.:+(a::LazyArray{T,D}, b::AbstractArray{T,D}) where {T,D} = a +̃ b Base.@propagate_inbounds Base.:+(a::AbstractArray{T,D}, b::LazyArray{T,D}) where {T,D} = a +̃ b Base.@propagate_inbounds Base.:-(a::LazyArray{T,D}, b::LazyArray{T,D}) where {T,D} = a -̃ b Base.@propagate_inbounds Base.:-(a::LazyArray{T,D}, b::AbstractArray{T,D}) where {T,D} = a -̃ b Base.@propagate_inbounds Base.:-(a::AbstractArray{T,D}, b::LazyArray{T,D}) where {T,D} = a -̃ b # Element wise operation for `*` and `\` are not overloaded due to conflicts with the behavior # of regular `*` and `/` for AbstractArrays. Use tilde versions instead. export +̃, -̃, *̃, /̃