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Elixir bindings for the XGBoost library. `EXGBoost` provides an implementation of XGBoost that works with [Nx](https://hexdocs.pm/nx/Nx.html) tensors.

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exgboost mix.exs
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mix.exs

defmodule EXGBoost.MixProject do
use Mix.Project
@version "0.5.1"
def project do
[
app: :exgboost,
version: @version,
make_precompiler: {:nif, CCPrecompiler},
make_precompiler_url:
"https://github.com/acalejos/exgboost/releases/download/v#{@version}/@{artefact_filename}",
make_precompiler_priv_paths: ["libexgboost.*", "lib"],
# NIF Versions correspond to OTP Releases
# https://github.com/erlang/otp/blob/d3aa6c044c3927f011fb76ac087d5ce0e814954c/erts/emulator/beam/erl_nif.h#L57
make_precompiler_nif_versions: [
versions: ["2.15", "2.16", "2.17"]
],
elixir: "~> 1.14",
start_permanent: Mix.env() == :prod,
compilers: [:elixir_make] ++ Mix.compilers(),
deps: deps(),
name: "EXGBoost",
source_url: "https://github.com/acalejos/exgboost",
homepage_url: "https://github.com/acalejos/exgboost",
docs: docs(),
package: package(),
preferred_cli_env: [
docs: :docs,
"hex.publish": :docs
],
before_closing_body_tag: &before_closing_body_tag/1,
name: "EXGBoost",
description:
"Elixir bindings for the XGBoost library. `EXGBoost` provides an implementation of XGBoost that works with
[Nx](https://hexdocs.pm/nx/Nx.html) tensors."
]
end
def application do
[
extra_applications: [:logger],
mod: {EXGBoost.Application, []}
]
end
defp deps do
[
{:elixir_make, "~> 0.4", runtime: false},
{:nimble_options, "~> 1.0"},
{:nx, "~> 0.7"},
{:jason, "~> 1.3"},
{:ex_doc, "~> 0.31.0", only: :docs},
{:cc_precompiler, "~> 0.1.0", runtime: false},
{:exterval, "0.1.0"},
{:ex_json_schema, "~> 0.10.2"},
{:httpoison, "~> 2.0", runtime: false},
{:vega_lite, "~> 0.1"},
{:kino, "~> 0.11"},
{:scidata, "~> 0.1", only: :dev},
{:kino_vega_lite, "~> 0.1.9", only: :dev}
]
end
defp package do
[
maintainers: ["Andres Alejos"],
licenses: ["Apache-2.0"],
links: %{"GitHub" => "https://github.com/acalejos/exgboost"},
files: [
"lib",
"mix.exs",
"c",
"Makefile",
"README.md",
"LICENSE",
".formatter.exs",
"checksum.exs"
]
]
end
defp docs do
[
main: "EXGBoost",
extras: [
"notebooks/compiled_benchmarks.livemd",
"notebooks/iris_classification.livemd",
"notebooks/quantile_prediction_interval.livemd",
"notebooks/plotting.livemd"
],
groups_for_extras: [
Notebooks: Path.wildcard("notebooks/*.livemd")
],
groups_for_functions: [
"System / Native Config": &(&1[:type] == :system),
"Training & Prediction": &(&1[:type] == :train_pred),
Serialization: &(&1[:type] == :serialization),
Plotting: &(&1[:type] == :plotting)
],
groups_for_modules: [
Plotting: [EXGBoost.Plotting, EXGBoost.Plotting.Styles],
Training: [
EXGBoost.Training,
EXGBoost.Training.Callback,
EXGBoost.Booster,
EXGBoost.Parameters
]
],
before_closing_body_tag: &before_closing_body_tag/1
]
end
defp before_closing_body_tag(:html) do
"""
<!-- Render math with KaTeX -->
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex@0.13.0/dist/katex.min.css" integrity="sha384-t5CR+zwDAROtph0PXGte6ia8heboACF9R5l/DiY+WZ3P2lxNgvJkQk5n7GPvLMYw" crossorigin="anonymous">
<script defer src="https://cdn.jsdelivr.net/npm/katex@0.13.0/dist/katex.min.js" integrity="sha384-FaFLTlohFghEIZkw6VGwmf9ISTubWAVYW8tG8+w2LAIftJEULZABrF9PPFv+tVkH" crossorigin="anonymous"></script>
<script defer src="https://cdn.jsdelivr.net/npm/katex@0.13.0/dist/contrib/auto-render.min.js" integrity="sha384-bHBqxz8fokvgoJ/sc17HODNxa42TlaEhB+w8ZJXTc2nZf1VgEaFZeZvT4Mznfz0v" crossorigin="anonymous"></script>
<script>
document.addEventListener("DOMContentLoaded", function() {
renderMathInElement(document.body, {
delimiters: [
{ left: "$$", right: "$$", display: true },
{ left: "$", right: "$", display: false },
]
});
});
</script>
<!-- Render diagrams with Mermaid -->
<script src="https://cdn.jsdelivr.net/npm/mermaid@8.13.3/dist/mermaid.min.js"></script>
<script>
document.addEventListener("DOMContentLoaded", function () {
mermaid.initialize({ startOnLoad: false });
let id = 0;
for (const codeEl of document.querySelectorAll("pre code.mermaid")) {
const preEl = codeEl.parentElement;
const graphDefinition = codeEl.textContent;
const graphEl = document.createElement("div");
const graphId = "mermaid-graph-" + id++;
mermaid.render(graphId, graphDefinition, function (svgSource, bindListeners) {
graphEl.innerHTML = svgSource;
bindListeners && bindListeners(graphEl);
preEl.insertAdjacentElement("afterend", graphEl);
preEl.remove();
});
}
});
</script>
<!-- Render Vega-Lite charts -->
<script src="https://cdn.jsdelivr.net/npm/vega@5.20.2"></script>
<script src="https://cdn.jsdelivr.net/npm/vega-lite@5.1.1"></script>
<script src="https://cdn.jsdelivr.net/npm/vega-embed@6.18.2"></script>
<style>
.vega-container {
display: grid;
grid-template-columns: repeat(auto-fill, minmax(200px, 1fr)); /* Create as many columns as can fit items of at least 200px */
column-gap: 200px; /* Add a gap between the grid items */
}
.vega-item {
width: 100%; /* Make the items take up the full width of the grid cell */
}
</style>
<script>
document.addEventListener("DOMContentLoaded", function () {
for (const codeEl of document.querySelectorAll("pre code.vega-lite")) {
try {
const preEl = codeEl.parentElement;
const spec = JSON.parse(codeEl.textContent);
const plotEl = document.createElement("div");
preEl.insertAdjacentElement("afterend", plotEl);
vegaEmbed(plotEl, spec);
preEl.remove();
} catch (error) {
console.log("Failed to render Vega-Lite plot: " + error)
}
}
});
</script>
"""
end
defp before_closing_body_tag(_), do: ""
end