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relf merged 3 commits into from
Sep 30, 2025
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Release version 0.8.0 #398

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Update changelog
relf Sep 30, 2025
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cargo release version 0.8.0 --workspace
relf Sep 30, 2025
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20 changes: 20 additions & 0 deletions CHANGELOG.md
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Version 0.8.0 - 2025-09-30
==========================
New Algorithms
--------------
* Bernouilli naive bayes in [linfa-bayes] by [@wildart]
* Bootstrap aggregation (aka Bagging) in new ensemble methods crate [linfa-ensemble] by [@jk1015]

Changes
-------
* add `max_features` and `tokenizer_function` to `CountVectorizer` in `linfa-preprocessing`
* add `predict_proba()` to `Gaussian mixture model` in `linfa-clustering`
* add `predict_proba()` and `predict_log_proba()` to algorithms in `linfa-bayes`
* add target names to `dataset`
* fix SVR parameterization in `linfa-svm`
* fix serde support for algorithms in `linfa-pls`
* fix confusion matrix: use predicted and ground thruth labels, make it reproducible
* fix dataset names after shuffling
* bump `ndarray` to 0.16, `argmin` to 0.11.0, `kdtree` to 0.7.0, statrs to `0.18`, sprs to `0.11`
* bump MSRV to 1.87.0

Version 0.7.1 - 2025-01-14
==========================
New Algorithms
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2 changes: 1 addition & 1 deletion Cargo.toml
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@@ -1,6 +1,6 @@
[package]
name = "linfa"
version = "0.7.1"
version = "0.8.0"
authors = [
"Luca Palmieri <rust@lpalmieri.com>",
"Lorenz Schmidt <bytesnake@mailbox.org>",
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6 changes: 3 additions & 3 deletions algorithms/linfa-bayes/Cargo.toml
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@@ -1,6 +1,6 @@
[package]
name = "linfa-bayes"
version = "0.7.1"
version = "0.8.0"
authors = ["VasanthakumarV <vasanth260m12@gmail.com>"]
description = "Collection of Naive Bayes Algorithms"
edition = "2018"
Expand All @@ -25,10 +25,10 @@ ndarray = { version = "0.16", features = ["approx"] }
ndarray-stats = "0.6"
thiserror = "2.0"

linfa = { version = "0.7.1", path = "../.." }
linfa = { version = "0.8.0", path = "../.." }

[dev-dependencies]
approx = "0.5"
linfa-datasets = { version = "0.7.1", path = "../../datasets", features = [
linfa-datasets = { version = "0.8.0", path = "../../datasets", features = [
"winequality",
] }
10 changes: 5 additions & 5 deletions algorithms/linfa-clustering/Cargo.toml
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[package]
name = "linfa-clustering"
version = "0.7.1"
version = "0.8.0"
edition = "2018"
authors = [
"Luca Palmieri <rust@lpalmieri.com>",
Expand Down Expand Up @@ -45,20 +45,20 @@ rand_xoshiro = "0.6"
space = "0.12"
thiserror = "2.0"
#partitions = "0.2.4" This one will break in a future version of Rust and has no replacement
linfa = { version = "0.7.1", path = "../.." }
linfa-nn = { version = "0.7.2", path = "../linfa-nn" }
linfa = { version = "0.8.0", path = "../.." }
linfa-nn = { version = "0.8.0", path = "../linfa-nn" }
noisy_float = "0.2.0"

[dev-dependencies]
ndarray-npy = { version = "0.9", default-features = false }
linfa-datasets = { version = "0.7.1", path = "../../datasets", features = [
linfa-datasets = { version = "0.8.0", path = "../../datasets", features = [
"generate",
] }
criterion = "0.5"
serde_json = "1"
approx = "0.5"
lax = "0.17.0"
linfa = { version = "0.7.1", path = "../..", features = ["benchmarks"] }
linfa = { version = "0.8.0", path = "../..", features = ["benchmarks"] }

[[bench]]
name = "k_means"
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6 changes: 3 additions & 3 deletions algorithms/linfa-elasticnet/Cargo.toml
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[package]
name = "linfa-elasticnet"
version = "0.7.1"
version = "0.8.0"
authors = [
"Paul Körbitz / Google <koerbitz@google.com>",
"Lorenz Schmidt <bytesnake@mailbox.org>",
Expand Down Expand Up @@ -37,10 +37,10 @@ num-traits = "0.2"
approx = "0.5"
thiserror = "2.0"

linfa = { version = "0.7.1", path = "../.." }
linfa = { version = "0.8.0", path = "../.." }

[dev-dependencies]
linfa-datasets = { version = "0.7.1", path = "../../datasets", features = [
linfa-datasets = { version = "0.8.0", path = "../../datasets", features = [
"diabetes",
"linnerud",
] }
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8 changes: 4 additions & 4 deletions algorithms/linfa-ensemble/Cargo.toml
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[package]
name = "linfa-ensemble"
version = "0.7.0"
version = "0.8.0"
edition = "2018"
authors = [
"James Knight <jamesknight@hadean.com>",
Expand Down Expand Up @@ -31,10 +31,10 @@ ndarray = { version = "0.16", features = ["rayon", "approx"] }
ndarray-rand = "0.15"
rand = "0.8.5"

linfa = { version = "0.7.1", path = "../.." }
linfa-trees = { version = "0.7.1", path = "../linfa-trees" }
linfa = { version = "0.8.0", path = "../.." }
linfa-trees = { version = "0.8.0", path = "../linfa-trees" }

[dev-dependencies]
linfa-datasets = { version = "0.7.1", path = "../../datasets/", features = [
linfa-datasets = { version = "0.8.0", path = "../../datasets/", features = [
"iris",
] }
8 changes: 4 additions & 4 deletions algorithms/linfa-ftrl/Cargo.toml
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[package]
name = "linfa-ftrl"
version = "0.7.1"
version = "0.8.0"
authors = ["Liudmyla Kyrashchuk <himila@tutanota.com>"]

description = "A Machine Learning framework for Rust"
Expand Down Expand Up @@ -32,15 +32,15 @@ thiserror = "2.0"
rand = "0.8.5"
rand_xoshiro = "0.6.0"

linfa = { version = "0.7.1", path = "../.." }
linfa = { version = "0.8.0", path = "../.." }

[dev-dependencies]
criterion = "0.5"
approx = "0.5"
linfa-datasets = { version = "0.7.1", path = "../../datasets", features = [
linfa-datasets = { version = "0.8.0", path = "../../datasets", features = [
"winequality",
] }
linfa = { version = "0.7.1", path = "../..", features = ["benchmarks"] }
linfa = { version = "0.8.0", path = "../..", features = ["benchmarks"] }

[[bench]]
name = "ftrl"
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8 changes: 4 additions & 4 deletions algorithms/linfa-hierarchical/Cargo.toml
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@@ -1,6 +1,6 @@
[package]
name = "linfa-hierarchical"
version = "0.7.1"
version = "0.8.0"
authors = ["Lorenz Schmidt <lorenz.schmidt@mailbox.org>"]
edition = "2018"

Expand All @@ -24,12 +24,12 @@ ndarray = { version = "0.16" }
kodama = "0.2"
thiserror = "1.0.25"

linfa = { version = "0.7.1", path = "../.." }
linfa-kernel = { version = "0.7.1", path = "../linfa-kernel" }
linfa = { version = "0.8.0", path = "../.." }
linfa-kernel = { version = "0.8.0", path = "../linfa-kernel" }

[dev-dependencies]
rand = "0.8"
ndarray-rand = "0.15"
linfa-datasets = { version = "0.7.1", path = "../../datasets", features = [
linfa-datasets = { version = "0.8.0", path = "../../datasets", features = [
"iris",
] }
6 changes: 3 additions & 3 deletions algorithms/linfa-ica/Cargo.toml
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@@ -1,6 +1,6 @@
[package]
name = "linfa-ica"
version = "0.7.1"
version = "0.8.0"
authors = ["VasanthakumarV <vasanth260m12@gmail.com>"]
description = "A collection of Independent Component Analysis (ICA) algorithms"
edition = "2018"
Expand Down Expand Up @@ -34,13 +34,13 @@ num-traits = "0.2"
rand_xoshiro = "0.6"
thiserror = "2.0"

linfa = { version = "0.7.1", path = "../.." }
linfa = { version = "0.8.0", path = "../.." }

[dev-dependencies]
ndarray-npy = { version = "0.9", default-features = false }
paste = "1.0"
criterion = "0.5"
linfa = { version = "0.7.1", path = "../..", features = ["benchmarks"] }
linfa = { version = "0.8.0", path = "../..", features = ["benchmarks"] }

[[bench]]
name = "fast_ica"
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6 changes: 3 additions & 3 deletions algorithms/linfa-kernel/Cargo.toml
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@@ -1,6 +1,6 @@
[package]
name = "linfa-kernel"
version = "0.7.1"
version = "0.8.0"
authors = ["Lorenz Schmidt <bytesnake@mailbox.org>"]
description = "Kernel methods for non-linear algorithms"
edition = "2018"
Expand Down Expand Up @@ -28,5 +28,5 @@ ndarray = "0.16"
num-traits = "0.2"
sprs = { version = "0.11", default-features = false }

linfa = { version = "0.7.1", path = "../.." }
linfa-nn = { version = "0.7.2", path = "../linfa-nn" }
linfa = { version = "0.8.0", path = "../.." }
linfa-nn = { version = "0.8.0", path = "../linfa-nn" }
8 changes: 4 additions & 4 deletions algorithms/linfa-linear/Cargo.toml
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@@ -1,6 +1,6 @@
[package]
name = "linfa-linear"
version = "0.7.1"
version = "0.8.0"
authors = [
"Paul Körbitz / Google <koerbitz@google.com>",
"VasanthakumarV <vasanth260m12@gmail.com>",
Expand Down Expand Up @@ -37,16 +37,16 @@ argmin = { version = "0.11.0", default-features = false }
argmin-math = { version = "0.5", features = ["ndarray_v0_16-nolinalg"] }
thiserror = "2.0"

linfa = { version = "0.7.1", path = "../.." }
linfa = { version = "0.8.0", path = "../.." }

[dev-dependencies]
linfa-datasets = { version = "0.7.1", path = "../../datasets", features = [
linfa-datasets = { version = "0.8.0", path = "../../datasets", features = [
"diabetes",
] }
approx = "0.5"
criterion = "0.5"
statrs = "0.18"
linfa = { version = "0.7.1", path = "../..", features = ["benchmarks"] }
linfa = { version = "0.8.0", path = "../..", features = ["benchmarks"] }

[[bench]]
name = "ols_bench"
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6 changes: 3 additions & 3 deletions algorithms/linfa-logistic/Cargo.toml
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@@ -1,6 +1,6 @@
[package]
name = "linfa-logistic"
version = "0.7.1"
version = "0.8.0"
authors = ["Paul Körbitz / Google <koerbitz@google.com>"]

description = "A Machine Learning framework for Rust"
Expand Down Expand Up @@ -30,11 +30,11 @@ argmin = { version = "0.11.0", default-features = false }
argmin-math = { version = "0.5", features = ["ndarray_v0_16-nolinalg"] }
thiserror = "2.0"

linfa = { version = "0.7.1", path = "../.." }
linfa = { version = "0.8.0", path = "../.." }

[dev-dependencies]
approx = "0.5"
linfa-datasets = { version = "0.7.1", path = "../../datasets", features = [
linfa-datasets = { version = "0.8.0", path = "../../datasets", features = [
"winequality",
] }
rmp-serde = "1"
6 changes: 3 additions & 3 deletions algorithms/linfa-nn/Cargo.toml
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@@ -1,6 +1,6 @@
[package]
name = "linfa-nn"
version = "0.7.2"
version = "0.8.0"
authors = ["YuhanLiin <yuhanliin+github@protonmail.com>"]
edition = "2018"
description = "A collection of nearest neighbour algorithms"
Expand Down Expand Up @@ -33,14 +33,14 @@ thiserror = "2.0"

kdtree = "0.7.0"

linfa = { version = "0.7.1", path = "../.." }
linfa = { version = "0.8.0", path = "../.." }

[dev-dependencies]
approx = "0.5"
criterion = "0.5"
rand_xoshiro = "0.6"
ndarray-rand = "0.15"
linfa = { version = "0.7.1", path = "../..", features = ["benchmarks"] }
linfa = { version = "0.8.0", path = "../..", features = ["benchmarks"] }

[[bench]]
name = "nn"
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8 changes: 4 additions & 4 deletions algorithms/linfa-pls/Cargo.toml
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@@ -1,6 +1,6 @@
[package]
name = "linfa-pls"
version = "0.7.1"
version = "0.8.0"
edition = "2018"
authors = ["relf <remi.lafage@onera.fr>"]
description = "Partial Least Squares family methods"
Expand Down Expand Up @@ -33,11 +33,11 @@ ndarray-rand = "0.15"
num-traits = "0.2"
paste = "1.0"
thiserror = "2.0"
linfa = { version = "0.7.1", path = "../.." }
linfa = { version = "0.8.0", path = "../.." }

[dev-dependencies]
linfa = { version = "0.7.1", path = "../..", features = ["benchmarks"] }
linfa-datasets = { version = "0.7.1", path = "../../datasets", features = [
linfa = { version = "0.8.0", path = "../..", features = ["benchmarks"] }
linfa-datasets = { version = "0.8.0", path = "../../datasets", features = [
"linnerud",
] }
approx = "0.5"
Expand Down
10 changes: 5 additions & 5 deletions algorithms/linfa-preprocessing/Cargo.toml
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@@ -1,6 +1,6 @@
[package]
name = "linfa-preprocessing"
version = "0.7.1"
version = "0.8.0"
authors = ["Sauro98 <ivadonadi98@gmail.com>"]

description = "A Machine Learning framework for Rust"
Expand All @@ -18,7 +18,7 @@ blas = ["ndarray-linalg", "linfa/ndarray-linalg"]
serde = ["serde_crate", "ndarray/serde", "serde_regex"]

[dependencies]
linfa = { version = "0.7.1", path = "../.." }
linfa = { version = "0.8.0", path = "../.." }
ndarray = { version = "0.16", features = ["approx"] }
ndarray-linalg = { version = "0.17", optional = true }
linfa-linalg = { version = "0.2", default-features = false }
Expand All @@ -42,17 +42,17 @@ default-features = false
features = ["std", "derive"]

[dev-dependencies]
linfa-datasets = { version = "0.7.1", path = "../../datasets", features = [
linfa-datasets = { version = "0.8.0", path = "../../datasets", features = [
"diabetes",
"winequality",
"generate",
] }
linfa-bayes = { version = "0.7.1", path = "../linfa-bayes" }
linfa-bayes = { version = "0.8.0", path = "../linfa-bayes" }
iai = "0.1"
curl = "0.4.35"
flate2 = "1.0.20"
tar = "0.4.33"
linfa = { version = "0.7.1", path = "../..", features = ["benchmarks"] }
linfa = { version = "0.8.0", path = "../..", features = ["benchmarks"] }
criterion = "0.5"
statrs = "0.18"

Expand Down
10 changes: 5 additions & 5 deletions algorithms/linfa-reduction/Cargo.toml
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[package]
name = "linfa-reduction"
version = "0.7.1"
version = "0.8.0"
authors = [
"Lorenz Schmidt <bytesnake@mailbox.org>",
"Gabriel Bathie <gbathie.dev@gmail.com>",
Expand Down Expand Up @@ -42,17 +42,17 @@ num-traits = "0.2"
thiserror = "2.0"
rand = { version = "0.8", features = ["small_rng"] }

linfa = { version = "0.7.1", path = "../.." }
linfa-kernel = { version = "0.7.1", path = "../linfa-kernel" }
linfa = { version = "0.8.0", path = "../.." }
linfa-kernel = { version = "0.8.0", path = "../linfa-kernel" }
sprs = { version = "0.11" }
rand_xoshiro = "0.6.0"

[dev-dependencies]
ndarray-npy = { version = "0.9", default-features = false }
linfa-datasets = { version = "0.7.1", path = "../../datasets", features = [
linfa-datasets = { version = "0.8.0", path = "../../datasets", features = [
"iris",
"generate",
] }
approx = "0.5"
mnist = { version = "0.6.0", features = ["download"] }
linfa-trees = { version = "0.7.1", path = "../linfa-trees" }
linfa-trees = { version = "0.8.0", path = "../linfa-trees" }
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