batching docs
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src/utils.jl
33
src/utils.jl
@ -11,8 +11,23 @@ unstack(xs, dim) = [slicedim(xs, dim, i) for i = 1:size(xs, dim)]
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batchindex(xs, i) = (reverse(Base.tail(reverse(indices(xs))))..., i)
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"""
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batch(xs)
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Batch the arrays in `xs` into a single array.
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```julia
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julia> batch([[1,2,3],[4,5,6]])
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3×2 Array{Int64,2}:
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1 4
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2 5
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3 6
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```
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"""
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function batch(xs)
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data = similar(first(xs), size(first(xs))..., length(xs))
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data = first(xs) isa AbstractArray ?
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similar(first(xs), size(first(xs))..., length(xs)) :
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Vector{eltype(xs)}(length(xs))
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for (i, x) in enumerate(xs)
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data[batchindex(data, i)...] = x
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end
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@ -21,7 +36,21 @@ end
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Base.rpad(v::AbstractVector, n::Integer, p) = [v; fill(p, max(n - length(v), 0))]
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function batchseq(xs, pad, n = maximum(length(x) for x in xs))
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"""
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batchseq(seqs, pad)
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Take a list of `N` sequences, and turn them into a single sequence where each
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item is a batch of `N`. Short sequences will be padded by `pad`.
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```julia
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julia> batchseq([[1, 2, 3], [4, 5]], 0)
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3-element Array{Array{Int64,1},1}:
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[1, 4]
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[2, 5]
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[3, 0]
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```
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"""
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function batchseq(xs, pad = nothing, n = maximum(length(x) for x in xs))
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xs_ = [rpad(x, n, pad) for x in xs]
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[batch([xs_[j][i] for j = 1:length(xs_)]) for i = 1:n]
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end
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