Add website to infrastructure (#87)

* Move all crates into `algorithms`, add website * Disable github actions for drafts * Fix workspace paths pointing to subfolders * Add front page and zola workflow * Add name to website workflow * Run and deploy on all branches * Add workflow exclude non forks * Bundle stylesheets into a single file * Use relative links in the header * Try influence of `get_url` * Add relative links to items * Use https in `get_url` * Use relative url in link as well * Add release news and pages with content * Add news about new website * Add snippets for front-page * use section infrastructure for automatic highlighting * the trait constraint in `src/metrics_regression.rs` is relaxed * Add workflow for rustdoc generation * Add rustdoc job to zola build&deploy * Don't upload all target artifacts * Don't use wildcards in copy operation * Wordings and correct rustdoc link * Add initial support for smaller devices * Improve SASS files of mobile website * Scale title for mobile devices * Improve website for mobile devices * Fix compile errors * Rename website workflow to docs * Some wordings * Avoid expansive cross-validation in tests * Suppress warning for PCC in `linfa-datasets` * Address answers in PR * link website in README * make table horizontally scrollable in mobile version * update elasticnet example * update `base_url` link in configuration * Update announcement * Remove PCC tests until we have fixed seed
rust-ml · Mar 8, 2021 · c8acc78 · c8acc78
1 parent d0363a1
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diff --git a/.github/workflows/checking.yml b/.github/workflows/checking.yml
@@ -6,6 +6,7 @@ jobs:
   check:
     name: check
     runs-on: ubuntu-latest
+    if: github.event.pull_request.draft == false
     strategy:
       matrix:
         toolchain:

diff --git a/.github/workflows/codequality.yml b/.github/workflows/codequality.yml
@@ -1,11 +1,13 @@
 on: [push, pull_request]
 
+
 name: Codequality Lints
 
 jobs:
   codequality:
     name: codequality
     runs-on: ubuntu-latest
+    if: github.event.pull_request.draft == false
     strategy:
       matrix:
         toolchain:
@@ -41,6 +43,7 @@ jobs:
   coverage:
     name: coverage
     runs-on: ubuntu-18.04
+    if: github.event.pull_request.draft == false
     container:
       image: rustmath/mkl-rust:1.43.0
       options: --security-opt seccomp=unconfined

diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
@@ -0,0 +1,53 @@
+# build and deploy on master push, otherwise just try to build the page
+on:
+  push:
+    branches:
+    - master 
+  pull_request:
+
+name: Build website with Zola, build rust docs and publish to GH pages
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    if: github.ref != 'refs/heads/master' && github.repository == 'rust-ml/linfa'
+    steps:
+      - name: 'Checkout'
+        uses: actions/checkout@master
+      - name: 'Build only' 
+        uses: shalzz/zola-deploy-action@master
+        env:
+          BUILD_DIR: docs/website/
+          TOKEN: ${{ secrets.TOKEN }}
+          BUILD_ONLY: true
+
+  build_and_deploy:
+    runs-on: ubuntu-latest
+    if: github.ref == 'refs/heads/master' || github.repository != 'rust-ml/linfa'
+    steps:
+      - name: 'Checkout'
+        uses: actions/checkout@master
+
+      - name: Install Rust toolchain
+        uses: actions-rs/toolchain@v1
+        with:
+          toolchain: stable
+          profile: minimal
+          override: true
+          components: rustfmt, rust-src
+
+      - name: Build Documentation
+        uses: actions-rs/cargo@v1
+        with:
+          command: doc
+          args: --all --no-deps
+
+      - name: Copy Rust Documentation to Zola
+        run: cp -R "target/doc/" "docs/website/static/rustdocs/"
+
+      - name: 'Build and deploy'
+        uses: shalzz/zola-deploy-action@master
+        env:
+          PAGES_BRANCH: gh-pages
+          BUILD_DIR: docs/website/
+          TOKEN: ${{ secrets.TOKEN }}
diff --git a/.github/workflows/testing.yml b/.github/workflows/testing.yml
@@ -6,6 +6,7 @@ jobs:
   testing:
     name: testing
     runs-on: ubuntu-18.04
+    if: github.event.pull_request.draft == false
     container:
       image: rustmath/mkl-rust:1.43.0
       options: --security-opt seccomp=unconfined

diff --git a/.gitignore b/.gitignore
@@ -32,3 +32,6 @@ poetry.lock
 *.ipynb
 
 *.json
+
+# Generated artifacts of website (with Zola)
+docs/website/public/*
diff --git a/Cargo.toml b/Cargo.toml
@@ -64,17 +64,17 @@ linfa-datasets = { version = "0.3.0", path = "datasets", features = ["winequalit
 
 [workspace]
 members = [
-    "linfa-clustering",
-    "linfa-reduction",
-    "linfa-kernel",
-    "linfa-linear",
-    "linfa-logistic",
-    "linfa-trees",
-    "linfa-svm",
-    "linfa-hierarchical",
-    "linfa-ica",
-    "linfa-bayes",
-    "linfa-elasticnet",
+    "algorithms/linfa-clustering",
+    "algorithms/linfa-reduction",
+    "algorithms/linfa-kernel",
+    "algorithms/linfa-linear",
+    "algorithms/linfa-logistic",
+    "algorithms/linfa-trees",
+    "algorithms/linfa-svm",
+    "algorithms/linfa-hierarchical",
+    "algorithms/linfa-ica",
+    "algorithms/linfa-bayes",
+    "algorithms/linfa-elasticnet",
     "datasets",
 ]
 

diff --git a/README.md b/README.md
@@ -4,9 +4,14 @@
 
 [![crates.io](https://img.shields.io/crates/v/linfa.svg)](https://crates.io/crates/linfa)
 [![Documentation](https://docs.rs/linfa/badge.svg)](https://docs.rs/linfa)
+[![DocumentationLatest](https://img.shields.io/badge/docs-latest-blue)](https://rust-ml.github.com/linfa/rustdocs/linfa/)
 [![Codequality](https://github.com/rust-ml/linfa/workflows/Codequality%20Lints/badge.svg)](https://github.com/rust-ml/linfa/actions?query=workflow%3A%22Codequality+Lints%22)
 [![Run Tests](https://github.com/rust-ml/linfa/workflows/Run%20Tests/badge.svg)](https://github.com/rust-ml/linfa/actions?query=workflow%3A%22Run+Tests%22)
 
+<strong>
+    <a href="https://rust-ml.github.io/linfa/">Website</a> | <a href="https://rust-ml.zulipchat.com">Community chat</a>
+</strong>
+
 > _**linfa**_ (Italian) / _**sap**_ (English):
 > 
 > The **vital** circulating fluid of a plant.
@@ -16,9 +21,6 @@
 
 Kin in spirit to Python's `scikit-learn`, it focuses on common preprocessing tasks and classical ML algorithms for your everyday ML tasks.
 
-_Documentation_: [latest](https://docs.rs/linfa)
-_Community chat_: [Zulip](https://rust-ml.zulipchat.com/)
-
 ## Current state
 
 Where does `linfa` stand right now? [Are we learning yet?](http://www.arewelearningyet.com/)

diff --git a/linfa-bayes/Cargo.toml → algorithms/linfa-bayes/Cargo.toml b/linfa-bayes/Cargo.toml → algorithms/linfa-bayes/Cargo.toml
@@ -15,9 +15,8 @@ ndarray = { version = "0.13" , features = ["blas", "approx"]}
 ndarray-stats = "0.3"
 thiserror = "1"
 
-linfa = { version = "0.3.0", path = ".." }
+linfa = { version = "0.3.0", path = "../.." }
 
 [dev-dependencies]
 approx = "0.3"
-linfa = { version = "0.3.0", path = ".." }
-linfa-datasets = { version = "0.3.0", path = "../datasets", features = ["winequality"] }
+linfa-datasets = { version = "0.3.0", path = "../../datasets", features = ["winequality"] }
diff --git a/linfa-bayes/README.md → algorithms/linfa-bayes/README.md b/linfa-bayes/README.md → algorithms/linfa-bayes/README.md
diff --git a/linfa-bayes/examples/winequality.rs → ...ithms/linfa-bayes/examples/winequality.rs b/linfa-bayes/examples/winequality.rs → ...ithms/linfa-bayes/examples/winequality.rs
diff --git a/linfa-bayes/src/error.rs → algorithms/linfa-bayes/src/error.rs b/linfa-bayes/src/error.rs → algorithms/linfa-bayes/src/error.rs
diff --git a/linfa-bayes/src/gaussian_nb.rs → algorithms/linfa-bayes/src/gaussian_nb.rs b/linfa-bayes/src/gaussian_nb.rs → algorithms/linfa-bayes/src/gaussian_nb.rs
diff --git a/linfa-bayes/src/lib.rs → algorithms/linfa-bayes/src/lib.rs b/linfa-bayes/src/lib.rs → algorithms/linfa-bayes/src/lib.rs
diff --git a/linfa-clustering/Cargo.toml → algorithms/linfa-clustering/Cargo.toml b/linfa-clustering/Cargo.toml → algorithms/linfa-clustering/Cargo.toml
@@ -36,7 +36,7 @@ sprs = "0.7"
 num-traits = "0.1.32"
 rand_isaac = "0.2.0"
 
-linfa = { version = "0.3.0", path = ".." }
+linfa = { version = "0.3.0", path = "../.." }
 partitions = "0.2.4"
 
 [dev-dependencies]

diff --git a/linfa-clustering/README.md → algorithms/linfa-clustering/README.md b/linfa-clustering/README.md → algorithms/linfa-clustering/README.md
diff --git a/linfa-clustering/benches/appx_dbscan.rs → ...s/linfa-clustering/benches/appx_dbscan.rs b/linfa-clustering/benches/appx_dbscan.rs → ...s/linfa-clustering/benches/appx_dbscan.rs
diff --git a/linfa-clustering/benches/dbscan.rs → ...rithms/linfa-clustering/benches/dbscan.rs b/linfa-clustering/benches/dbscan.rs → ...rithms/linfa-clustering/benches/dbscan.rs
diff --git a/linfa-clustering/benches/gaussian_mixture.rs → ...fa-clustering/benches/gaussian_mixture.rs b/linfa-clustering/benches/gaussian_mixture.rs → ...fa-clustering/benches/gaussian_mixture.rs
diff --git a/linfa-clustering/benches/k_means.rs → ...ithms/linfa-clustering/benches/k_means.rs b/linfa-clustering/benches/k_means.rs → ...ithms/linfa-clustering/benches/k_means.rs
diff --git a/linfa-clustering/examples/appx_dbscan.rs → .../linfa-clustering/examples/appx_dbscan.rs b/linfa-clustering/examples/appx_dbscan.rs → .../linfa-clustering/examples/appx_dbscan.rs
diff --git a/linfa-clustering/examples/dbscan.rs → ...ithms/linfa-clustering/examples/dbscan.rs b/linfa-clustering/examples/dbscan.rs → ...ithms/linfa-clustering/examples/dbscan.rs
diff --git a/linfa-clustering/examples/kmeans.rs → ...ithms/linfa-clustering/examples/kmeans.rs b/linfa-clustering/examples/kmeans.rs → ...ithms/linfa-clustering/examples/kmeans.rs
diff --git a/...a-clustering/src/appx_dbscan/algorithm.rs → ...a-clustering/src/appx_dbscan/algorithm.rs b/...a-clustering/src/appx_dbscan/algorithm.rs → ...a-clustering/src/appx_dbscan/algorithm.rs
diff --git a/...tering/src/appx_dbscan/cells_grid/cell.rs → ...tering/src/appx_dbscan/cells_grid/cell.rs b/...tering/src/appx_dbscan/cells_grid/cell.rs → ...tering/src/appx_dbscan/cells_grid/cell.rs
diff --git a/...stering/src/appx_dbscan/cells_grid/mod.rs → ...stering/src/appx_dbscan/cells_grid/mod.rs b/...stering/src/appx_dbscan/cells_grid/mod.rs → ...stering/src/appx_dbscan/cells_grid/mod.rs
diff --git a/...ering/src/appx_dbscan/cells_grid/tests.rs → ...ering/src/appx_dbscan/cells_grid/tests.rs b/...ering/src/appx_dbscan/cells_grid/tests.rs → ...ering/src/appx_dbscan/cells_grid/tests.rs
diff --git a/...stering/src/appx_dbscan/clustering/mod.rs → ...stering/src/appx_dbscan/clustering/mod.rs b/...stering/src/appx_dbscan/clustering/mod.rs → ...stering/src/appx_dbscan/clustering/mod.rs
diff --git a/...ering/src/appx_dbscan/clustering/tests.rs → ...ering/src/appx_dbscan/clustering/tests.rs b/...ering/src/appx_dbscan/clustering/tests.rs → ...ering/src/appx_dbscan/clustering/tests.rs
diff --git a/...ring/src/appx_dbscan/counting_tree/mod.rs → ...ring/src/appx_dbscan/counting_tree/mod.rs b/...ring/src/appx_dbscan/counting_tree/mod.rs → ...ring/src/appx_dbscan/counting_tree/mod.rs
diff --git a/...ng/src/appx_dbscan/counting_tree/tests.rs → ...ng/src/appx_dbscan/counting_tree/tests.rs b/...ng/src/appx_dbscan/counting_tree/tests.rs → ...ng/src/appx_dbscan/counting_tree/tests.rs
diff --git a/...tering/src/appx_dbscan/hyperparameters.rs → ...tering/src/appx_dbscan/hyperparameters.rs b/...tering/src/appx_dbscan/hyperparameters.rs → ...tering/src/appx_dbscan/hyperparameters.rs
diff --git a/linfa-clustering/src/appx_dbscan/mod.rs → ...s/linfa-clustering/src/appx_dbscan/mod.rs b/linfa-clustering/src/appx_dbscan/mod.rs → ...s/linfa-clustering/src/appx_dbscan/mod.rs
diff --git a/linfa-clustering/src/appx_dbscan/tests.rs → ...linfa-clustering/src/appx_dbscan/tests.rs b/linfa-clustering/src/appx_dbscan/tests.rs → ...linfa-clustering/src/appx_dbscan/tests.rs
diff --git a/linfa-clustering/src/dbscan/algorithm.rs → .../linfa-clustering/src/dbscan/algorithm.rs b/linfa-clustering/src/dbscan/algorithm.rs → .../linfa-clustering/src/dbscan/algorithm.rs
diff --git a/...-clustering/src/dbscan/hyperparameters.rs → ...-clustering/src/dbscan/hyperparameters.rs b/...-clustering/src/dbscan/hyperparameters.rs → ...-clustering/src/dbscan/hyperparameters.rs
diff --git a/linfa-clustering/src/dbscan/mod.rs → ...rithms/linfa-clustering/src/dbscan/mod.rs b/linfa-clustering/src/dbscan/mod.rs → ...rithms/linfa-clustering/src/dbscan/mod.rs
diff --git a/...stering/src/gaussian_mixture/algorithm.rs → ...stering/src/gaussian_mixture/algorithm.rs b/...stering/src/gaussian_mixture/algorithm.rs → ...stering/src/gaussian_mixture/algorithm.rs
diff --git a/...clustering/src/gaussian_mixture/errors.rs → ...clustering/src/gaussian_mixture/errors.rs b/...clustering/src/gaussian_mixture/errors.rs → ...clustering/src/gaussian_mixture/errors.rs
diff --git a/...g/src/gaussian_mixture/hyperparameters.rs → ...g/src/gaussian_mixture/hyperparameters.rs b/...g/src/gaussian_mixture/hyperparameters.rs → ...g/src/gaussian_mixture/hyperparameters.rs
diff --git a/linfa-clustering/src/gaussian_mixture/mod.rs → ...fa-clustering/src/gaussian_mixture/mod.rs b/linfa-clustering/src/gaussian_mixture/mod.rs → ...fa-clustering/src/gaussian_mixture/mod.rs
diff --git a/linfa-clustering/src/k_means/algorithm.rs → ...linfa-clustering/src/k_means/algorithm.rs b/linfa-clustering/src/k_means/algorithm.rs → ...linfa-clustering/src/k_means/algorithm.rs
diff --git a/linfa-clustering/src/k_means/errors.rs → ...ms/linfa-clustering/src/k_means/errors.rs b/linfa-clustering/src/k_means/errors.rs → ...ms/linfa-clustering/src/k_means/errors.rs
diff --git a/linfa-clustering/src/k_means/helpers.rs → ...s/linfa-clustering/src/k_means/helpers.rs b/linfa-clustering/src/k_means/helpers.rs → ...s/linfa-clustering/src/k_means/helpers.rs
diff --git a/...clustering/src/k_means/hyperparameters.rs → ...clustering/src/k_means/hyperparameters.rs b/...clustering/src/k_means/hyperparameters.rs → ...clustering/src/k_means/hyperparameters.rs
diff --git a/linfa-clustering/src/k_means/mod.rs → ...ithms/linfa-clustering/src/k_means/mod.rs b/linfa-clustering/src/k_means/mod.rs → ...ithms/linfa-clustering/src/k_means/mod.rs
diff --git a/linfa-clustering/src/lib.rs → algorithms/linfa-clustering/src/lib.rs b/linfa-clustering/src/lib.rs → algorithms/linfa-clustering/src/lib.rs
diff --git a/linfa-clustering/src/utils.rs → algorithms/linfa-clustering/src/utils.rs b/linfa-clustering/src/utils.rs → algorithms/linfa-clustering/src/utils.rs
diff --git a/...-clustering/tests/hyperparameters_test.rs → ...-clustering/tests/hyperparameters_test.rs b/...-clustering/tests/hyperparameters_test.rs → ...-clustering/tests/hyperparameters_test.rs
diff --git a/linfa-elasticnet/Cargo.toml → algorithms/linfa-elasticnet/Cargo.toml b/linfa-elasticnet/Cargo.toml → algorithms/linfa-elasticnet/Cargo.toml
@@ -35,9 +35,9 @@ num-traits = "0.2"
 approx = "0.3.2"
 thiserror = "1"
 
-linfa = { version = "0.3.0", path = ".." }
+linfa = { version = "0.3.0", path = "../.." }
 
 [dev-dependencies]
-linfa-datasets = { version = "0.3.0", path = "../datasets", features = ["diabetes"] }
+linfa-datasets = { version = "0.3.0", path = "../../datasets", features = ["diabetes"] }
 ndarray-rand = "0.11"
 rand_isaac = "0.2"
diff --git a/linfa-elasticnet/README.md → algorithms/linfa-elasticnet/README.md b/linfa-elasticnet/README.md → algorithms/linfa-elasticnet/README.md
diff --git a/linfa-elasticnet/examples/elasticnet.rs → ...s/linfa-elasticnet/examples/elasticnet.rs b/linfa-elasticnet/examples/elasticnet.rs → ...s/linfa-elasticnet/examples/elasticnet.rs
@@ -7,7 +7,7 @@ fn main() -> Result<()> {
 
     // train pure LASSO model with 0.1 penalty
     let model = ElasticNet::params()
-        .penalty(0.1)
+        .penalty(0.3)
         .l1_ratio(1.0)
         .fit(&train)?;
 
@@ -18,7 +18,7 @@ fn main() -> Result<()> {
 
     // validate
     let y_est = model.predict(&valid);
-    println!("predicted variance: {}", valid.r2(&y_est).unwrap());
+    println!("predicted variance: {}", valid.r2(&y_est)?);
 
     Ok(())
 }
diff --git a/linfa-elasticnet/src/algorithm.rs → algorithms/linfa-elasticnet/src/algorithm.rs b/linfa-elasticnet/src/algorithm.rs → algorithms/linfa-elasticnet/src/algorithm.rs
diff --git a/linfa-elasticnet/src/error.rs → algorithms/linfa-elasticnet/src/error.rs b/linfa-elasticnet/src/error.rs → algorithms/linfa-elasticnet/src/error.rs
diff --git a/linfa-elasticnet/src/hyperparameters.rs → ...s/linfa-elasticnet/src/hyperparameters.rs b/linfa-elasticnet/src/hyperparameters.rs → ...s/linfa-elasticnet/src/hyperparameters.rs
diff --git a/linfa-elasticnet/src/lib.rs → algorithms/linfa-elasticnet/src/lib.rs b/linfa-elasticnet/src/lib.rs → algorithms/linfa-elasticnet/src/lib.rs
diff --git a/linfa-hierarchical/Cargo.toml → algorithms/linfa-hierarchical/Cargo.toml b/linfa-hierarchical/Cargo.toml → algorithms/linfa-hierarchical/Cargo.toml
@@ -17,10 +17,10 @@ categories = ["algorithms", "mathematics", "science"]
 ndarray = { version = "0.13", default-features = false }
 kodama = "0.2"
 
-linfa = { version = "0.3.0", path = ".." }
+linfa = { version = "0.3.0", path = "../.." }
 linfa-kernel = { version = "0.3.0", path = "../linfa-kernel" }
 
 [dev-dependencies]
 rand = "0.7"
 ndarray-rand = "0.11"
-linfa-datasets = { version = "0.3.0", path = "../datasets", features = ["iris"] }
+linfa-datasets = { version = "0.3.0", path = "../../datasets", features = ["iris"] }
diff --git a/linfa-hierarchical/README.md → algorithms/linfa-hierarchical/README.md b/linfa-hierarchical/README.md → algorithms/linfa-hierarchical/README.md
diff --git a/linfa-hierarchical/examples/irisflower.rs → ...linfa-hierarchical/examples/irisflower.rs b/linfa-hierarchical/examples/irisflower.rs → ...linfa-hierarchical/examples/irisflower.rs
diff --git a/linfa-hierarchical/src/lib.rs → algorithms/linfa-hierarchical/src/lib.rs b/linfa-hierarchical/src/lib.rs → algorithms/linfa-hierarchical/src/lib.rs
diff --git a/linfa-ica/Cargo.toml → algorithms/linfa-ica/Cargo.toml b/linfa-ica/Cargo.toml → algorithms/linfa-ica/Cargo.toml
@@ -31,7 +31,7 @@ ndarray-stats = "0.3"
 num-traits = "0.2"
 rand_isaac = "0.2.0"
 
-linfa = { version = "0.3.0", path = ".." }
+linfa = { version = "0.3.0", path = "../.." }
 
 [dev-dependencies]
 ndarray-npy = { version = "0.5", default-features = false }

diff --git a/linfa-ica/README.md → algorithms/linfa-ica/README.md b/linfa-ica/README.md → algorithms/linfa-ica/README.md
diff --git a/linfa-ica/examples/README.md → algorithms/linfa-ica/examples/README.md b/linfa-ica/examples/README.md → algorithms/linfa-ica/examples/README.md
diff --git a/linfa-ica/examples/fast_ica.rs → algorithms/linfa-ica/examples/fast_ica.rs b/linfa-ica/examples/fast_ica.rs → algorithms/linfa-ica/examples/fast_ica.rs
diff --git a/linfa-ica/examples/images/fast_ica.png → ...ms/linfa-ica/examples/images/fast_ica.png b/linfa-ica/examples/images/fast_ica.png → ...ms/linfa-ica/examples/images/fast_ica.png
diff --git a/linfa-ica/src/error.rs → algorithms/linfa-ica/src/error.rs b/linfa-ica/src/error.rs → algorithms/linfa-ica/src/error.rs
diff --git a/linfa-ica/src/fast_ica.rs → algorithms/linfa-ica/src/fast_ica.rs b/linfa-ica/src/fast_ica.rs → algorithms/linfa-ica/src/fast_ica.rs
diff --git a/linfa-ica/src/lib.rs → algorithms/linfa-ica/src/lib.rs b/linfa-ica/src/lib.rs → algorithms/linfa-ica/src/lib.rs
diff --git a/linfa-kernel/Cargo.toml → algorithms/linfa-kernel/Cargo.toml b/linfa-kernel/Cargo.toml → algorithms/linfa-kernel/Cargo.toml
@@ -29,4 +29,4 @@ sprs = { version = "0.9.3", default-features = false }
 hnsw = "0.6"
 space = "0.10"
 
-linfa = { version = "0.3.0", path = ".." }
+linfa = { version = "0.3.0", path = "../.." }
diff --git a/linfa-kernel/README.md → algorithms/linfa-kernel/README.md b/linfa-kernel/README.md → algorithms/linfa-kernel/README.md
diff --git a/linfa-kernel/src/inner.rs → algorithms/linfa-kernel/src/inner.rs b/linfa-kernel/src/inner.rs → algorithms/linfa-kernel/src/inner.rs
diff --git a/linfa-kernel/src/lib.rs → algorithms/linfa-kernel/src/lib.rs b/linfa-kernel/src/lib.rs → algorithms/linfa-kernel/src/lib.rs
diff --git a/linfa-kernel/src/sparse.rs → algorithms/linfa-kernel/src/sparse.rs b/linfa-kernel/src/sparse.rs → algorithms/linfa-kernel/src/sparse.rs
diff --git a/linfa-linear/Cargo.toml → algorithms/linfa-linear/Cargo.toml b/linfa-linear/Cargo.toml → algorithms/linfa-linear/Cargo.toml
@@ -25,8 +25,8 @@ argmin = {version="0.3.1", features=["ndarrayl"]}
 serde = { version = "1.0", default-features = false, features = ["derive"] }
 thiserror = "1"
 
-linfa = { version = "0.3.0", path = ".." }
+linfa = { version = "0.3.0", path = "../.." }
 
 [dev-dependencies]
-linfa-datasets = { version = "0.3.0", path = "../datasets", features = ["diabetes"] }
+linfa-datasets = { version = "0.3.0", path = "../../datasets", features = ["diabetes"] }
 approx = "0.3.2"
diff --git a/linfa-linear/README.md → algorithms/linfa-linear/README.md b/linfa-linear/README.md → algorithms/linfa-linear/README.md
diff --git a/linfa-linear/examples/diabetes.rs → algorithms/linfa-linear/examples/diabetes.rs b/linfa-linear/examples/diabetes.rs → algorithms/linfa-linear/examples/diabetes.rs
diff --git a/linfa-linear/examples/glm.rs → algorithms/linfa-linear/examples/glm.rs b/linfa-linear/examples/glm.rs → algorithms/linfa-linear/examples/glm.rs
diff --git a/linfa-linear/src/error.rs → algorithms/linfa-linear/src/error.rs b/linfa-linear/src/error.rs → algorithms/linfa-linear/src/error.rs
diff --git a/linfa-linear/src/float.rs → algorithms/linfa-linear/src/float.rs b/linfa-linear/src/float.rs → algorithms/linfa-linear/src/float.rs
diff --git a/linfa-linear/src/glm.rs → algorithms/linfa-linear/src/glm.rs b/linfa-linear/src/glm.rs → algorithms/linfa-linear/src/glm.rs
diff --git a/linfa-linear/src/glm/distribution.rs → ...thms/linfa-linear/src/glm/distribution.rs b/linfa-linear/src/glm/distribution.rs → ...thms/linfa-linear/src/glm/distribution.rs
diff --git a/linfa-linear/src/glm/link.rs → algorithms/linfa-linear/src/glm/link.rs b/linfa-linear/src/glm/link.rs → algorithms/linfa-linear/src/glm/link.rs
diff --git a/linfa-linear/src/lib.rs → algorithms/linfa-linear/src/lib.rs b/linfa-linear/src/lib.rs → algorithms/linfa-linear/src/lib.rs
diff --git a/linfa-linear/src/ols.rs → algorithms/linfa-linear/src/ols.rs b/linfa-linear/src/ols.rs → algorithms/linfa-linear/src/ols.rs
diff --git a/linfa-logistic/Cargo.toml → algorithms/linfa-logistic/Cargo.toml b/linfa-logistic/Cargo.toml → algorithms/linfa-logistic/Cargo.toml
@@ -20,8 +20,8 @@ num-traits = "0.2"
 argmin = {version="0.3.1", features=["ndarrayl"]}
 serde = "1.0"
 
-linfa = { version = "0.3.0", path = ".." }
+linfa = { version = "0.3.0", path = "../.." }
 
 [dev-dependencies]
 approx = "0.3.2"
-linfa-datasets = { version = "0.3.0", path = "../datasets", features = ["winequality"] }
+linfa-datasets = { version = "0.3.0", path = "../../datasets", features = ["winequality"] }
diff --git a/linfa-logistic/README.md → algorithms/linfa-logistic/README.md b/linfa-logistic/README.md → algorithms/linfa-logistic/README.md
diff --git a/linfa-logistic/examples/winequality.rs → ...ms/linfa-logistic/examples/winequality.rs b/linfa-logistic/examples/winequality.rs → ...ms/linfa-logistic/examples/winequality.rs
diff --git a/linfa-logistic/src/argmin_param.rs → ...rithms/linfa-logistic/src/argmin_param.rs b/linfa-logistic/src/argmin_param.rs → ...rithms/linfa-logistic/src/argmin_param.rs
diff --git a/linfa-logistic/src/float.rs → algorithms/linfa-logistic/src/float.rs b/linfa-logistic/src/float.rs → algorithms/linfa-logistic/src/float.rs
diff --git a/linfa-logistic/src/lib.rs → algorithms/linfa-logistic/src/lib.rs b/linfa-logistic/src/lib.rs → algorithms/linfa-logistic/src/lib.rs
diff --git a/linfa-reduction/Cargo.toml → algorithms/linfa-reduction/Cargo.toml b/linfa-reduction/Cargo.toml → algorithms/linfa-reduction/Cargo.toml
@@ -30,11 +30,11 @@ ndarray-linalg = "0.12"
 ndarray-rand = "0.11"
 num-traits = "0.2"
 
-linfa = { version = "0.3.0", path = ".." }
+linfa = { version = "0.3.0", path = "../.." }
 linfa-kernel = { version = "0.3.0", path = "../linfa-kernel" }
 
 [dev-dependencies]
 rand = { version = "0.7", features = ["small_rng"] }
 ndarray-npy = { version = "0.5", default-features = false }
-linfa-datasets = { version = "0.3.0", path = "../datasets", features = ["iris"] }
+linfa-datasets = { version = "0.3.0", path = "../../datasets", features = ["iris"] }
 approx = { version = "0.3", default-features = false, features = ["std"] }
diff --git a/linfa-reduction/README.md → algorithms/linfa-reduction/README.md b/linfa-reduction/README.md → algorithms/linfa-reduction/README.md
diff --git a/linfa-reduction/examples/diffusion_map.rs → ...linfa-reduction/examples/diffusion_map.rs b/linfa-reduction/examples/diffusion_map.rs → ...linfa-reduction/examples/diffusion_map.rs
diff --git a/linfa-reduction/examples/pca.rs → algorithms/linfa-reduction/examples/pca.rs b/linfa-reduction/examples/pca.rs → algorithms/linfa-reduction/examples/pca.rs
diff --git a/...reduction/src/diffusion_map/algorithms.rs → ...reduction/src/diffusion_map/algorithms.rs b/...reduction/src/diffusion_map/algorithms.rs → ...reduction/src/diffusion_map/algorithms.rs
diff --git a/...tion/src/diffusion_map/hyperparameters.rs → ...tion/src/diffusion_map/hyperparameters.rs b/...tion/src/diffusion_map/hyperparameters.rs → ...tion/src/diffusion_map/hyperparameters.rs
diff --git a/linfa-reduction/src/diffusion_map/mod.rs → .../linfa-reduction/src/diffusion_map/mod.rs b/linfa-reduction/src/diffusion_map/mod.rs → .../linfa-reduction/src/diffusion_map/mod.rs
diff --git a/linfa-reduction/src/lib.rs → algorithms/linfa-reduction/src/lib.rs b/linfa-reduction/src/lib.rs → algorithms/linfa-reduction/src/lib.rs
diff --git a/linfa-reduction/src/pca.rs → algorithms/linfa-reduction/src/pca.rs b/linfa-reduction/src/pca.rs → algorithms/linfa-reduction/src/pca.rs
diff --git a/linfa-reduction/src/utils.rs → algorithms/linfa-reduction/src/utils.rs b/linfa-reduction/src/utils.rs → algorithms/linfa-reduction/src/utils.rs
diff --git a/linfa-svm/Cargo.toml → algorithms/linfa-svm/Cargo.toml b/linfa-svm/Cargo.toml → algorithms/linfa-svm/Cargo.toml
@@ -29,9 +29,9 @@ ndarray-rand = "0.11"
 num-traits = "0.1.32"
 thiserror = "1"
 
-linfa = { version = "0.3.0", path = ".." }
+linfa = { version = "0.3.0", path = "../.." }
 linfa-kernel = { version = "0.3.0", path = "../linfa-kernel" }
 
 [dev-dependencies]
-linfa-datasets = { version = "0.3.0", path = "../datasets", features = ["winequality", "diabetes"] }
+linfa-datasets = { version = "0.3.0", path = "../../datasets", features = ["winequality", "diabetes"] }
 rand_isaac = "0.2"
diff --git a/linfa-svm/README.md → algorithms/linfa-svm/README.md b/linfa-svm/README.md → algorithms/linfa-svm/README.md
diff --git a/linfa-svm/examples/winequality.rs → algorithms/linfa-svm/examples/winequality.rs b/linfa-svm/examples/winequality.rs → algorithms/linfa-svm/examples/winequality.rs
-Original file line number
+Diff line change
@@ Expand Up / @@ -32,3 +32,6 @@ poetry.lock @@
     *.ipynb
     *.json
+    # Generated artifacts of website (with Zola)
+    docs/website/public/*