Newbie Julia question here. Given two arrays,
W = [randn(3,2), randn(3,2)]
b = [randn(3), randn(3)]
I would like to do a "nested broadcast" along the lines of,
W .+ b = [W[1].+b[1], W[2].+b[2]]
So far the best I've been able to come up with is,
[Wi.+bi (Wi,bi) for zip(W,b)]
Coming from a Python background this feels sacrilegious. Is there a better way to do this in Julia?
You could do something like the following:
julia> W = [randn(3,2), randn(3,2)]
2-element Array{Array{Float64,2},1}:
[0.39179718902868116 -0.5387622679356612; -0.594274465053327 0.018804631512093436; -2.273706742420988 -0.4638617400026042]
[0.3249960563405678 -0.4877554417492699; 0.5036437919340767 1.3172770503034696; 0.03501532820428975 -0.2675024677340758]
julia> b = [randn(3), randn(3)]
2-element Array{Array{Float64,1},1}:
[1.2571527266220441, 0.21599608118129476, 0.21498843153804936]
[-0.528960345932853, 0.5610435189953311, -0.8636370930615718]
# A helper function which broadcasts once
julia> s_(Wi, bi) = Wi .+ bi
s_ (generic function with 1 method)
# Broadcast the helper function
julia> s_.(W, b)
2-element Array{Array{Float64,2},1}:
[1.6489499156507252 0.718390458686383; -0.3782783838720323 0.2348007126933882; -2.0587183108829388 -0.24887330846455485]
[-0.20396428959228524 -1.016715787682123; 1.0646873109294077 1.8783205692988008; -0.828621764857282 -1.1311395607956476]
As mentioned in comments, you can use one of the available user-definable infix operators to name the helper function, which allows for a nicer syntax (the particular symbol used below can be obtained by typing \oplus then Tab):
julia> ⊕(x, y) = x .+ y
⊕ (generic function with 1 method)
julia> W .⊕ b
2-element Array{Array{Float64,2},1}:
[1.6489499156507252 0.718390458686383; -0.3782783838720323 0.2348007126933882; -2.0587183108829388 -0.24887330846455485]
[-0.20396428959228524 -1.016715787682123; 1.0646873109294077 1.8783205692988008; -0.828621764857282 -1.1311395607956476]
Or - again as mentioned in comments - if you don't feel like explicitly declaring a helper function:
julia> ((Wi, bi)->Wi.+bi).(W, b)
2-element Array{Array{Float64,2},1}:
[1.6489499156507252 0.718390458686383; -0.3782783838720323 0.2348007126933882; -2.0587183108829388 -0.24887330846455485]
[-0.20396428959228524 -1.016715787682123; 1.0646873109294077 1.8783205692988008; -0.828621764857282 -1.1311395607956476]
(I personally have more difficulty reading that last version, but YMMV)
When you want to broadcast broadcast, then broadcast broadcast:
julia> broadcast.(+, W, b)
2-element Array{Array{Float64,2},1}:
[-0.7364111670769904 0.010994354421031916; -0.9010128415786036 0.22868802910609998; 1.2030371118617933 0.21305414210853912]
[0.19183885867446926 0.5362077496502086; 1.5909421118115665 0.1235808501390212; 1.5190965380769597 0.1883638848487652]
julia> [W[1].+b[1], W[2].+b[2]]
2-element Array{Array{Float64,2},1}:
[-0.7364111670769904 0.010994354421031916; -0.9010128415786036 0.22868802910609998; 1.2030371118617933 0.21305414210853912]
[0.19183885867446926 0.5362077496502086; 1.5909421118115665 0.1235808501390212; 1.5190965380769597 0.1883638848487652]