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* Add docs * Add docs build script * random seed and rectangular Eye * add Random to doc deps
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name: Documentation | ||
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on: | ||
pull_request: | ||
push: | ||
branches: | ||
- 'master' | ||
- 'release-' | ||
tags: '*' | ||
release: | ||
types: [published] | ||
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jobs: | ||
build: | ||
runs-on: ${{ matrix.os }} | ||
strategy: | ||
matrix: | ||
julia-version: [1] | ||
os: [ubuntu-latest] | ||
steps: | ||
- uses: actions/checkout@v3 | ||
- uses: julia-actions/setup-julia@latest | ||
with: | ||
version: ${{ matrix.julia-version }} | ||
- name: Cache artifacts | ||
uses: actions/cache@v3 | ||
env: | ||
cache-name: cache-artifacts | ||
with: | ||
path: ~/.julia/artifacts | ||
key: ${{ runner.os }}-test-${{ env.cache-name }}-${{ hashFiles('**/Project.toml') }} | ||
restore-keys: | | ||
${{ runner.os }}-test-${{ env.cache-name }}- | ||
${{ runner.os }}-test- | ||
${{ runner.os }}- | ||
- name: Install dependencies | ||
run: julia --project=docs/ -e 'using Pkg; Pkg.develop(PackageSpec(path=pwd())); Pkg.instantiate()' | ||
- name: Build and deploy | ||
env: | ||
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} | ||
run: julia --project=docs/ docs/make.jl |
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deps/deps.jl | ||
.DS_Store | ||
Manifest.toml | ||
docs/build |
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[deps] | ||
Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4" | ||
FillArrays = "1a297f60-69ca-5386-bcde-b61e274b549b" | ||
Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" | ||
SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" | ||
StaticArrays = "90137ffa-7385-5640-81b9-e52037218182" | ||
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[compat] | ||
Documenter = "0.27" | ||
StaticArrays = "1" |
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using Documenter | ||
using FillArrays | ||
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# Setup for doctests in docstrings | ||
DocMeta.setdocmeta!(FillArrays, :DocTestSetup, :(using FillArrays)) | ||
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makedocs(; | ||
format = Documenter.HTML( | ||
canonical = "https://JuliaArrays.github.io/FillArrays.jl/stable/", | ||
), | ||
pages = [ | ||
"Home" => "index.md", | ||
], | ||
sitename = "FillArrays.jl", | ||
) | ||
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deploydocs(; repo = "github.com/JuliaArrays/FillArrays.jl") |
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```@meta | ||
DocTestSetup = quote | ||
using FillArrays | ||
end | ||
``` | ||
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# Introduction | ||
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`FillArrays` allows one to lazily represent arrays filled with a single entry, as well as identity matrices. This package exports the following types: `Eye`, `Fill`, `Ones`, `Zeros`, `Trues` and `Falses`. Among these, the [`FillArrays.AbstractFill`](@ref) types represent lazy versions of dense arrays where all elements have the same value. `Eye`, on the other hand, represents a `Diagonal` matrix with ones along the principal diagonal. All these types accept sizes or axes as arguments, so one may create arrays of arbitrary sizes and dimensions. A rectangular `Eye` matrix may be constructed analogously, by passing the size of the matrix to `Eye`. | ||
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## Quick Start | ||
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Create a 2x2 zero matrix | ||
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```jldoctest | ||
julia> z = Zeros(2,2) | ||
2×2 Zeros{Float64} | ||
julia> Array(z) | ||
2×2 Matrix{Float64}: | ||
0.0 0.0 | ||
0.0 0.0 | ||
``` | ||
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We may specify the element type as | ||
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```jldoctest | ||
julia> z = Zeros{Int}(2,2) | ||
2×2 Zeros{Int64} | ||
julia> Array(z) | ||
2×2 Matrix{Int64}: | ||
0 0 | ||
0 0 | ||
``` | ||
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We may create arrays with any number of dimensions. A `Vector` of ones may be created as | ||
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```jldoctest | ||
julia> a = Ones(4) | ||
4-element Ones{Float64} | ||
julia> Array(a) | ||
4-element Vector{Float64}: | ||
1.0 | ||
1.0 | ||
1.0 | ||
1.0 | ||
``` | ||
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Similarly, a `2x3x2` array, where every element is equal to `10`, may be created as | ||
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```jldoctest | ||
julia> f = Fill(10, 2,3,2) | ||
2×3×2 Fill{Int64}, with entries equal to 10 | ||
julia> Array(f) | ||
2×3×2 Array{Int64, 3}: | ||
[:, :, 1] = | ||
10 10 10 | ||
10 10 10 | ||
[:, :, 2] = | ||
10 10 10 | ||
10 10 10 | ||
``` | ||
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The elements of a `Fill` array don't need to be restricted to numbers, and these may be any Julia object. For example, we may construct an array of strings using | ||
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```jldoctest | ||
julia> f = Fill("hello", 2,5) | ||
2×5 Fill{String}, with entries equal to hello | ||
julia> Array(f) | ||
2×5 Matrix{String}: | ||
"hello" "hello" "hello" "hello" "hello" | ||
"hello" "hello" "hello" "hello" "hello" | ||
``` | ||
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### Conversion to a sparse form | ||
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These `Fill` array types may be converted to sparse arrays as well, which might be useful in certain cases | ||
```jldoctest sparse | ||
julia> using SparseArrays | ||
julia> z = Zeros{Int}(2,2) | ||
2×2 Zeros{Int64} | ||
julia> sparse(z) | ||
2×2 SparseMatrixCSC{Int64, Int64} with 0 stored entries: | ||
⋅ ⋅ | ||
⋅ ⋅ | ||
``` | ||
Note, however, that most `Fill` arrays are not sparse, despite being lazily evaluated. | ||
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These types have methods that perform many operations efficiently, including elementary algebra operations like multiplication and addition, as well as linear algebra methods like `norm`, `adjoint`, `transpose` and `vec`. | ||
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### Custom axes | ||
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The various `Fill` equivalents all support offset or custom axes, where instead of the size, one may pass a `Tuple` of axes. So, for example, one may use a `SOneTo` axis from [`StaticArrays.jl`](https://github.com/JuliaArrays/StaticArrays.jl) to construct a statically sized `Fill`. | ||
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```jldoctest | ||
julia> using StaticArrays | ||
julia> f = Fill(2, (SOneTo(4), SOneTo(5))) | ||
4×5 Fill{Int64, 2, Tuple{SOneTo{4}, SOneTo{5}}} with indices SOneTo(4)×SOneTo(5), with entries equal to 2 | ||
``` | ||
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The size of such an array would be known at compile time, permitting compiler optimizations. | ||
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We may construct infinite fill arrays by passing infinite-sized axes, see [`InfiniteArrays.jl`](https://github.com/JuliaArrays/InfiniteArrays.jl). | ||
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### Other lazy types | ||
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A lazy representation of an identity matrix may be constructured using `Eye`. For example, a `4x4` identity matrix with `Float32` elements may be constructed as | ||
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```jldoctest sparse | ||
julia> id = Eye{Float32}(4) | ||
4×4 Eye{Float32} | ||
julia> Array(id) | ||
4×4 Matrix{Float32}: | ||
1.0 0.0 0.0 0.0 | ||
0.0 1.0 0.0 0.0 | ||
0.0 0.0 1.0 0.0 | ||
0.0 0.0 0.0 1.0 | ||
julia> sparse(id) | ||
4×4 SparseMatrixCSC{Float32, Int64} with 4 stored entries: | ||
1.0 ⋅ ⋅ ⋅ | ||
⋅ 1.0 ⋅ ⋅ | ||
⋅ ⋅ 1.0 ⋅ | ||
⋅ ⋅ ⋅ 1.0 | ||
julia> idrect = Eye(2,5) # rectangular matrix | ||
2×5 Eye{Float64} | ||
julia> sparse(idrect) | ||
2×5 SparseMatrixCSC{Float64, Int64} with 2 stored entries: | ||
1.0 ⋅ ⋅ ⋅ ⋅ | ||
⋅ 1.0 ⋅ ⋅ ⋅ | ||
``` | ||
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Note that an `Eye` actually returns a `Diagonal` matrix, where the diagonal is a `Ones` vector. | ||
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## Warning about map and broadcasting | ||
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Broadcasting operations, and `map` and `mapreduce`, are also done efficiently, by evaluating the function being applied only once: | ||
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```jldoctest | ||
julia> map(sqrt, Fill(4, 2,5)) # one evaluation, not 10, to save time | ||
2×5 Fill{Float64}, with entries equal to 2.0 | ||
julia> println.(Fill(pi, 10)) | ||
π | ||
10-element Fill{Nothing}, with entries equal to nothing | ||
``` | ||
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Notice that this will only match the behaviour of a dense matrix from `fill` if the function is pure. And that this shortcut is taken before any other fused broadcast: | ||
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```jldoctest; setup=:(using Random; Random.seed!(1234)) | ||
julia> map(_ -> rand(), Fill("pi", 2,5)) # not a pure function! | ||
2×5 Fill{Float64}, with entries equal to 0.32597672886359486 | ||
julia> map(_ -> rand(), fill("4", 2,5)) # 10 evaluations, different answer! | ||
2×5 Matrix{Float64}: | ||
0.549051 0.894245 0.394255 0.795547 0.748415 | ||
0.218587 0.353112 0.953125 0.49425 0.578232 | ||
julia> ones(1,5) .+ (_ -> rand()).(Fill("vec", 2)) # Fill broadcast is done first | ||
2×5 Matrix{Float64}: | ||
1.72794 1.72794 1.72794 1.72794 1.72794 | ||
1.72794 1.72794 1.72794 1.72794 1.72794 | ||
julia> ones(1,5) .+ (_ -> rand()).(fill("vec", 2)) # fused, 10 evaluations | ||
2×5 Matrix{Float64}: | ||
1.00745 1.43924 1.95674 1.99667 1.11008 | ||
1.19938 1.68253 1.64786 1.74919 1.49138 | ||
``` | ||
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# API | ||
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```@autodocs | ||
Modules = [FillArrays] | ||
``` |
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