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2 changes: 1 addition & 1 deletion dev/.documenter-siteinfo.json
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{"documenter":{"julia_version":"1.10.0","generation_timestamp":"2024-02-07T09:32:01","documenter_version":"1.2.1"}}
{"documenter":{"julia_version":"1.10.1","generation_timestamp":"2024-02-17T14:55:46","documenter_version":"1.2.1"}}
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2 changes: 1 addition & 1 deletion dev/citation/index.html
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title = {Mill.jl framework: a flexible library for (hierarchical) multi-instance learning},
url = {https://github.com/CTUAvastLab/Mill.jl},
version = {...},
}</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../references/">« References</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.2.1 on <span class="colophon-date" title="Wednesday 7 February 2024 09:32">Wednesday 7 February 2024</span>. Using Julia version 1.10.0.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
}</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../references/">« References</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.2.1 on <span class="colophon-date" title="Saturday 17 February 2024 14:55">Saturday 17 February 2024</span>. Using Julia version 1.10.1.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
2 changes: 1 addition & 1 deletion dev/examples/dag/index.html
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end

millneighbors!(cache, g::DagGraph, model::DagModel, i::Int) = millneighbors!(cache, g, model, inneighbors(g.g, i))
ChainRulesCore.@non_differentiable inneighbors(g, i)</code></pre><p>Note that this recursive approach is not the most efficient way to implement this. It would be better to spent a little time with graphs to identify sets of vertices that can be processed in parallel and for which all ancestors are known. But this was a fun little exercise.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../gnn/">« GNNs in 16 lines</a><a class="docs-footer-nextpage" href="../jsons/">Processing JSONs »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.2.1 on <span class="colophon-date" title="Wednesday 7 February 2024 09:32">Wednesday 7 February 2024</span>. Using Julia version 1.10.0.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
ChainRulesCore.@non_differentiable inneighbors(g, i)</code></pre><p>Note that this recursive approach is not the most efficient way to implement this. It would be better to spent a little time with graphs to identify sets of vertices that can be processed in parallel and for which all ancestors are known. But this was a fun little exercise.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../gnn/">« GNNs in 16 lines</a><a class="docs-footer-nextpage" href="../jsons/">Processing JSONs »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.2.1 on <span class="colophon-date" title="Saturday 17 February 2024 14:55">Saturday 17 February 2024</span>. Using Julia version 1.10.1.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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<img class="display-dark-only"
src="https://raw.githubusercontent.com/CTUAvastLab/JsonGrinder.jl/master/docs/src/assets/logo-dark.svg" alt="JsonGrinder.jl logo"/>
</a>
</p><h1 id="Processing-JSONs"><a class="docs-heading-anchor" href="#Processing-JSONs">Processing JSONs</a><a id="Processing-JSONs-1"></a><a class="docs-heading-anchor-permalink" href="#Processing-JSONs" title="Permalink"></a></h1><p>Processing JSONs is actually one of the main motivations for building <a href="https://github.com/CTUAvastLab/Mill.jl"><code>Mill.jl</code></a>. As a matter of fact, with <code>Mill</code> one is now able to process a set of valid JSON documents that follow the same meta schema. <a href="https://github.com/CTUAvastLab/JsonGrinder.jl"><code>JsonGrinder.jl</code></a> is a library that helps with infering the schema and other steps in the pipeline. For some examples, please refer to its <a href="https://CTUAvastLab.github.io/JsonGrinder.jl/stable">documentation</a>.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../dag/">« DAGs</a><a class="docs-footer-nextpage" href="../../tools/hierarchical/">HierarchicalUtils.jl »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.2.1 on <span class="colophon-date" title="Wednesday 7 February 2024 09:32">Wednesday 7 February 2024</span>. Using Julia version 1.10.0.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
</p><h1 id="Processing-JSONs"><a class="docs-heading-anchor" href="#Processing-JSONs">Processing JSONs</a><a id="Processing-JSONs-1"></a><a class="docs-heading-anchor-permalink" href="#Processing-JSONs" title="Permalink"></a></h1><p>Processing JSONs is actually one of the main motivations for building <a href="https://github.com/CTUAvastLab/Mill.jl"><code>Mill.jl</code></a>. As a matter of fact, with <code>Mill</code> one is now able to process a set of valid JSON documents that follow the same meta schema. <a href="https://github.com/CTUAvastLab/JsonGrinder.jl"><code>JsonGrinder.jl</code></a> is a library that helps with infering the schema and other steps in the pipeline. For some examples, please refer to its <a href="https://CTUAvastLab.github.io/JsonGrinder.jl/stable">documentation</a>.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../dag/">« DAGs</a><a class="docs-footer-nextpage" href="../../tools/hierarchical/">HierarchicalUtils.jl »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.2.1 on <span class="colophon-date" title="Saturday 17 February 2024 14:55">Saturday 17 February 2024</span>. Using Julia version 1.10.1.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
44 changes: 22 additions & 22 deletions dev/examples/musk/Manifest.toml
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# This file is machine-generated - editing it directly is not advised

julia_version = "1.10.0"
julia_version = "1.10.1"
manifest_format = "2.0"
project_hash = "c980577c0415d2c228751f8ca1d6579dbbffa98a"

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[[deps.ChainRules]]
deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "SparseInverseSubset", "Statistics", "StructArrays", "SuiteSparse"]
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[[deps.ChainRulesCore]]
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[deps.ChainRulesCore.extensions]
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[[deps.CompilerSupportLibraries_jll]]
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version = "1.1.0+0"

[[deps.CompositionsBase]]
git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
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[[deps.Functors]]
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[[deps.Future]]
deps = ["Random"]
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[[deps.JLD2]]
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deps = ["Artifacts", "Preferences"]
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[[deps.LLVM]]
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[[deps.LLVMExtra_jll]]
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[[deps.LaTeXStrings]]
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[[deps.LogExpFunctions]]
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[deps.LogExpFunctions.extensions]
LogExpFunctionsChainRulesCoreExt = "ChainRulesCore"
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deps = ["Accessors", "ChainRulesCore", "Combinatorics", "DataFrames", "DataStructures", "FiniteDifferences", "Flux", "HierarchicalUtils", "LinearAlgebra", "MLUtils", "MacroTools", "OneHotArrays", "PooledArrays", "Preferences", "SparseArrays", "Statistics", "Test"]
path = "../../../.."
uuid = "1d0525e4-8992-11e8-313c-e310e1f6ddea"
version = "2.10.0"
version = "2.10.1"

[[deps.Missings]]
deps = ["DataAPI"]
Expand All @@ -536,9 +536,9 @@ version = "2023.1.10"

[[deps.NNlib]]
deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
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[deps.NNlib.extensions]
NNlibAMDGPUExt = "AMDGPU"
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[[deps.OpenBLAS_jll]]
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[[deps.OpenLibm_jll]]
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[[deps.Optimisers]]
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[[deps.OrderedCollections]]
git-tree-sha1 = "dfdf5519f235516220579f949664f1bf44e741c5"
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"Status `~/work/Mill.jl/Mill.jl/docs/src/examples/musk/Project.toml`\n",
" [5789e2e9] FileIO v1.16.2\n",
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"display_name": "Julia 1.10.0",
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"language": "julia"
}
},
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┌ Info: Epoch 81
└ training_loss = 0.030421462f0
┌ Info: Epoch 91
└ training_loss = 0.023233365f0</code></pre><p>Finally, we calculate the (training) accuracy:</p><pre><code class="language-julia hljs">mean(Flux.onecold(model(ds), 1:2) .== y)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">1.0</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../../../manual/custom/">« Custom nodes</a><a class="docs-footer-nextpage" href="../../gnn/">GNNs in 16 lines »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.2.1 on <span class="colophon-date" title="Wednesday 7 February 2024 09:32">Wednesday 7 February 2024</span>. Using Julia version 1.10.0.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
└ training_loss = 0.023233365f0</code></pre><p>Finally, we calculate the (training) accuracy:</p><pre><code class="language-julia hljs">mean(Flux.onecold(model(ds), 1:2) .== y)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">1.0</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../../../manual/custom/">« Custom nodes</a><a class="docs-footer-nextpage" href="../../gnn/">GNNs in 16 lines »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.2.1 on <span class="colophon-date" title="Saturday 17 February 2024 14:55">Saturday 17 February 2024</span>. Using Julia version 1.10.1.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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