Piotr Gródek
Piotr Gródek

Reputation: 53

How to convert Array{Array{Float64, 1}, 1} to Matrix in julia?

Let's say I have input of this kind:

> [[0.8681299566762923,-0.3472589826095631], [3.2300860990307445,3.3731249077464946]]

How can I convert it to more pleasant type like Matrix (knowing dimensions)?

Upvotes: 5

Views: 4713

Answers (2)

spencerlyon2
spencerlyon2

Reputation: 9676

You can use splatting (...) and hcat to get what you are after:

julia> a = Vector[[0.8681299566762923,-0.3472589826095631], [3.2300860990307445,3.3731249077464946]]
2-element Array{Array{T,1},1}:
 [0.8681299566762923,-0.3472589826095631]
 [3.2300860990307445,3.3731249077464946]

julia> hcat(a...)
2x2 Array{Float64,2}:
  0.86813   3.23009
 -0.347259  3.37312

Or if you wanted stop stack as rows instead of columns you could do the following:

julia> vcat(map(x->x', a)...)
2x2 Array{Float64,2}:
 0.86813  -0.347259
 3.23009   3.37312

I don't recommend building a Matrix row by row as that is in conflict with Julia's column major array layout. For larger matrices it is actually more efficient to stack as columns and transpose the output:

julia> a2 = Vector{Float64}[rand(10) for i=1:5000];

julia> stackrows1{T}(a::Vector{Vector{T}}) = vcat(map(transpose, a)...)::Matrix{T}
stackrows1 (generic function with 2 methods)

julia> stackrows2{T}(a::Vector{Vector{T}}) = hcat(a...)'::Matrix{T}
stackrows2 (generic function with 2 methods)

julia> stackrows1(a2) == stackrows2(a2)  # run once to compile and make sure functions do the same thing
true

julia> @time for i=1:100 stackrows1(a2); end
elapsed time: 0.142792896 seconds (149 MB allocated, 7.85% gc time in 7 pauses with 0 full sweep)

julia> @time for i=1:100 stackrows2(a2); end
elapsed time: 0.05213114 seconds (88 MB allocated, 12.60% gc time in 4 pauses with 0 full sweep)

Upvotes: 8

Colin T Bowers
Colin T Bowers

Reputation: 18560

For a general function that will work in most situations, throw an error if there are problems, and allow you to choose the shape of the output matrix, I'm having a hard time coming up with anything smarter than the following (admittedly inelegant looking) solution:

function toMatrix{T<:Any}(x::Vector{Vector{T}}, dim::Int=1)
    if length(x) == 0
        return(Array(T, 0, 0))
    else
        N = length(x[1])
        M = length(x)
        if dim == 1
            xMat = Array(T, N, M)
            for m = 1:M
                if length(x[m]) != N
                    error("Conversion not possible due to vector length mismatch")
                end
                for n = 1:N
                    xMat[n, m] = x[m][n]
                end
            end
        elseif dim == 2
            xMat = Array(T, M, N)
            for m = 1:M
                if length(x[m]) != N
                    error("Conversion not possible due to vector length mismatch")
                end
                for n = 1:N
                    xMat[m, n] = x[m][n]
                end
            end         
        else
            error("Invalid dimension argument")
        end
        return(xMat)
    end
end

I'll be interested to see what solutions other users can come up with. I'm certainly not aware of a function in Base that does what you're after...

Upvotes: 0

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