Release version 0.7.1 (#369)

* Update changelog

* Add news entry

* Bump to version 0.7.1

* Add MSRV info

* Pin sprs 0.11.1 to avoid several ndarray versions

* cargo release version 0.7.1

* cargo release version 0.7.1

* cargo release version 0.7.1

* cargo release version 0.7.1

* cargo release version 0.7.1

* cargo release version 0.7.1

* cargo release version 0.7.1

* cargo release version 0.7.1

* cargo release version 0.7.1

* cargo release version 0.7.1

* cargo release version 0.7.1

* cargo release version 0.7.1

* cargo release version 0.7.1

* cargo release version 0.7.1

* cargo release version 0.7.1

* cargo release version 0.7.1

* cargo release version 0.7.1

* Add "more" directive in release pages

* Add code snippet for random projection

CHANGELOG.md

@@ -1,5 +1,21 @@
+Version 0.7.1 - 2025-01-14
+==========================
+New Algorithms
+--------------
+ * Random Projection added to `linfa-reduction` by [@GBathie]
+
+Changes
+-------
+ * add `serde` support to  `linfa-clustering`
+ * add accessors for classes in `linfa-logistics` 
+ * add accessors for `Pca` attributes in `linfa-reduction`
+ * add `wasm-bindgen`feature to use linfa in the browser
+ * fix covariance update for `GaussianMixtureModel` in `linfa-clustering`
+ * bump `ndarray-linalg` to 0.16 and `argmin` to 0.9.0
+ * bump MSRV to 1.71.1
+
 Version 0.7.0 - 2023-10-15
-========================
+==========================
 Changes
 -----------
  * add `array_from_gz_csv` and `array_from_csv` in `linfa-datasets`
@@ -178,8 +194,8 @@ New algorithms
 Version 0.1.2 (2019-11-25)
 ===========================
 
-New algorithms 
-------------
+New algorithms
+--------------
 
  - First release of `linfa-clustering:v0.1.0` with the `KMeans` algorithm (by [@LukeMathWalker])
  - First (real) release of `linfa`, re-exporting `linfa-clustering` (by [@LukeMathWalker])

Cargo.toml

@@ -1,6 +1,6 @@
 [package]
 name = "linfa"
-version = "0.7.0"
+version = "0.7.1"
 authors = [
     "Luca Palmieri <[email protected]>",
     "Lorenz Schmidt <[email protected]>",
@@ -42,7 +42,7 @@ approx = "0.4"
 
 ndarray = { version = "0.15", features = ["approx"] }
 ndarray-linalg = { version = "0.16", optional = true }
-sprs = { version = "0.11", default-features = false }
+sprs = { version = "=0.11.1", default-features = false }
 
 thiserror = "1.0"
 

algorithms/linfa-bayes/Cargo.toml

@@ -1,6 +1,6 @@
 [package]
 name = "linfa-bayes"
-version = "0.7.0"
+version = "0.7.1"
 authors = ["VasanthakumarV <[email protected]>"]
 description = "Collection of Naive Bayes Algorithms"
 edition = "2018"
@@ -25,8 +25,8 @@ ndarray = { version = "0.15" , features = ["approx"]}
 ndarray-stats = "0.5"
 thiserror = "1.0"
 
-linfa = { version = "0.7.0", path = "../.." }
+linfa = { version = "0.7.1", path = "../.." }
 
 [dev-dependencies]
 approx = "0.4"
-linfa-datasets = { version = "0.7.0", path = "../../datasets", features = ["winequality"] }
+linfa-datasets = { version = "0.7.1", path = "../../datasets", features = ["winequality"] }

algorithms/linfa-clustering/Cargo.toml

@@ -1,6 +1,6 @@
 [package]
 name = "linfa-clustering"
-version = "0.7.0"
+version = "0.7.1"
 edition = "2018"
 authors = [
     "Luca Palmieri <[email protected]>",
@@ -45,20 +45,20 @@ rand_xoshiro = "0.6"
 space = "0.12"
 thiserror = "1.0"
 #partitions = "0.2.4" This one will break in a future version of Rust and has no replacement
-linfa = { version = "0.7.0", path = "../.." }
-linfa-nn = { version = "0.7.0", path = "../linfa-nn" }
+linfa = { version = "0.7.1", path = "../.." }
+linfa-nn = { version = "0.7.1", path = "../linfa-nn" }
 noisy_float = "0.2.0"
 
 [dev-dependencies]
 ndarray-npy = { version = "0.8", default-features = false }
-linfa-datasets = { version = "0.7.0", path = "../../datasets", features = [
+linfa-datasets = { version = "0.7.1", path = "../../datasets", features = [
     "generate",
 ] }
 criterion = "0.4.0"
 serde_json = "1"
 approx = "0.4"
 lax = "0.15.0"
-linfa = { version = "0.7.0", path = "../..", features = ["benchmarks"] }
+linfa = { version = "0.7.1", path = "../..", features = ["benchmarks"] }
 
 [[bench]]
 name = "k_means"

algorithms/linfa-elasticnet/Cargo.toml

@@ -1,6 +1,6 @@
 [package]
 name = "linfa-elasticnet"
-version = "0.7.0"
+version = "0.7.1"
 authors = [
     "Paul Körbitz / Google <[email protected]>",
     "Lorenz Schmidt <[email protected]>",
@@ -37,10 +37,10 @@ num-traits = "0.2"
 approx = "0.4"
 thiserror = "1.0"
 
-linfa = { version = "0.7.0", path = "../.." }
+linfa = { version = "0.7.1", path = "../.." }
 
 [dev-dependencies]
-linfa-datasets = { version = "0.7.0", path = "../../datasets", features = [
+linfa-datasets = { version = "0.7.1", path = "../../datasets", features = [
     "diabetes",
     "linnerud",
 ] }

algorithms/linfa-ftrl/Cargo.toml

@@ -1,6 +1,6 @@
 [package]
 name = "linfa-ftrl"
-version = "0.7.0"
+version = "0.7.1"
 authors = ["Liudmyla Kyrashchuk <[email protected]>"]
 
 description = "A Machine Learning framework for Rust"
@@ -32,15 +32,15 @@ thiserror = "1.0"
 rand = "0.8.5"
 rand_xoshiro = "0.6.0"
 
-linfa = { version = "0.7.0", path = "../.." }
+linfa = { version = "0.7.1", path = "../.." }
 
 [dev-dependencies]
 criterion = "0.4.0"
 approx = "0.4"
-linfa-datasets = { version = "0.7.0", path = "../../datasets", features = [
+linfa-datasets = { version = "0.7.1", path = "../../datasets", features = [
     "winequality",
 ] }
-linfa = { version = "0.7.0", path = "../..", features = ["benchmarks"] }
+linfa = { version = "0.7.1", path = "../..", features = ["benchmarks"] }
 
 [[bench]]
 name = "ftrl"

algorithms/linfa-hierarchical/Cargo.toml

@@ -1,6 +1,6 @@
 [package]
 name = "linfa-hierarchical"
-version = "0.7.0"
+version = "0.7.1"
 authors = ["Lorenz Schmidt <[email protected]>"]
 edition = "2018"
 
@@ -18,10 +18,10 @@ ndarray = { version = "0.15" }
 kodama = "0.2"
 thiserror = "1.0.25"
 
-linfa = { version = "0.7.0", path = "../.." }
-linfa-kernel = { version = "0.7.0", path = "../linfa-kernel" }
+linfa = { version = "0.7.1", path = "../.." }
+linfa-kernel = { version = "0.7.1", path = "../linfa-kernel" }
 
 [dev-dependencies]
 rand = "0.8"
 ndarray-rand = "0.14"
-linfa-datasets = { version = "0.7.0", path = "../../datasets", features = ["iris"] }
+linfa-datasets = { version = "0.7.1", path = "../../datasets", features = ["iris"] }

algorithms/linfa-ica/Cargo.toml

@@ -1,6 +1,6 @@
 [package]
 name = "linfa-ica"
-version = "0.7.0"
+version = "0.7.1"
 authors = ["VasanthakumarV <[email protected]>"]
 description = "A collection of Independent Component Analysis (ICA) algorithms"
 edition = "2018"
@@ -34,13 +34,13 @@ num-traits = "0.2"
 rand_xoshiro = "0.6"
 thiserror = "1.0"
 
-linfa = { version = "0.7.0", path = "../.." }
+linfa = { version = "0.7.1", path = "../.." }
 
 [dev-dependencies]
 ndarray-npy = { version = "0.8", default-features = false }
 paste = "1.0"
 criterion = "0.4.0"
-linfa = { version = "0.7.0", path = "../..", features = ["benchmarks"] }
+linfa = { version = "0.7.1", path = "../..", features = ["benchmarks"] }
 
 [[bench]]
 name = "fast_ica"

algorithms/linfa-kernel/Cargo.toml

@@ -1,6 +1,6 @@
 [package]
 name = "linfa-kernel"
-version = "0.7.0"
+version = "0.7.1"
 authors = ["Lorenz Schmidt <[email protected]>"]
 description = "Kernel methods for non-linear algorithms"
 edition = "2018"
@@ -28,5 +28,5 @@ ndarray = "0.15"
 num-traits = "0.2"
 sprs = { version = "=0.11.1", default-features = false }
 
-linfa = { version = "0.7.0", path = "../.." }
-linfa-nn = { version = "0.7.0", path = "../linfa-nn" }
+linfa = { version = "0.7.1", path = "../.." }
+linfa-nn = { version = "0.7.1", path = "../linfa-nn" }

algorithms/linfa-linear/Cargo.toml

@@ -1,6 +1,6 @@
 [package]
 name = "linfa-linear"
-version = "0.7.0"
+version = "0.7.1"
 authors = [
     "Paul Körbitz / Google <[email protected]>",
     "VasanthakumarV <[email protected]>",
@@ -37,16 +37,16 @@ argmin = { version = "0.9.0", default-features = false }
 argmin-math = { version = "0.3", features = ["ndarray_v0_15-nolinalg"] }
 thiserror = "1.0"
 
-linfa = { version = "0.7.0", path = "../.." }
+linfa = { version = "0.7.1", path = "../.." }
 
 [dev-dependencies]
-linfa-datasets = { version = "0.7.0", path = "../../datasets", features = [
+linfa-datasets = { version = "0.7.1", path = "../../datasets", features = [
     "diabetes",
 ] }
 approx = "0.4"
 criterion = "0.4.0"
 statrs = "0.16.0"
-linfa = { version = "0.7.0", path = "../..", features = ["benchmarks"] }
+linfa = { version = "0.7.1", path = "../..", features = ["benchmarks"] }
 
 [[bench]]
 name = "ols_bench"

algorithms/linfa-logistic/Cargo.toml

@@ -1,6 +1,6 @@
 [package]
 name = "linfa-logistic"
-version = "0.7.0"
+version = "0.7.1"
 authors = ["Paul Körbitz / Google <[email protected]>"]
 
 description = "A Machine Learning framework for Rust"
@@ -31,11 +31,11 @@ argmin-math = { version = "0.3", features = ["ndarray_v0_15-nolinalg"] }
 thiserror = "1.0"
 
 
-linfa = { version = "0.7.0", path = "../.." }
+linfa = { version = "0.7.1", path = "../.." }
 
 [dev-dependencies]
 approx = "0.4"
-linfa-datasets = { version = "0.7.0", path = "../../datasets", features = [
+linfa-datasets = { version = "0.7.1", path = "../../datasets", features = [
     "winequality",
 ] }
 rmp-serde = "1"

algorithms/linfa-nn/Cargo.toml

@@ -1,6 +1,6 @@
 [package]
 name = "linfa-nn"
-version = "0.7.0"
+version = "0.7.1"
 authors = ["YuhanLiin <[email protected]>"]
 edition = "2018"
 description = "A collection of nearest neighbour algorithms"
@@ -33,14 +33,14 @@ thiserror = "1.0"
 
 kdtree = "0.6.0"
 
-linfa = { version = "0.7.0", path = "../.." }
+linfa = { version = "0.7.1", path = "../.." }
 
 [dev-dependencies]
 approx = "0.4"
 criterion = "0.4.0"
 rand_xoshiro = "0.6"
 ndarray-rand = "0.14"
-linfa = { version = "0.7.0", path = "../..", features = ["benchmarks"] }
+linfa = { version = "0.7.1", path = "../..", features = ["benchmarks"] }
 
 [[bench]]
 name = "nn"

algorithms/linfa-pls/Cargo.toml

@@ -1,6 +1,6 @@
 [package]
 name = "linfa-pls"
-version = "0.7.0"
+version = "0.7.1"
 edition = "2018"
 authors = ["relf <[email protected]>"]
 description = "Partial Least Squares family methods"
@@ -33,11 +33,11 @@ ndarray-rand = "0.14"
 num-traits = "0.2"
 paste = "1.0"
 thiserror = "1.0"
-linfa = { version = "0.7.0", path = "../.." }
+linfa = { version = "0.7.1", path = "../.." }
 
 [dev-dependencies]
-linfa = { version = "0.7.0", path = "../..", features = ["benchmarks"] }
-linfa-datasets = { version = "0.7.0", path = "../../datasets", features = [
+linfa = { version = "0.7.1", path = "../..", features = ["benchmarks"] }
+linfa-datasets = { version = "0.7.1", path = "../../datasets", features = [
     "linnerud",
 ] }
 approx = "0.4"

algorithms/linfa-preprocessing/Cargo.toml

@@ -1,6 +1,6 @@
 [package]
 name = "linfa-preprocessing"
-version = "0.7.0"
+version = "0.7.1"
 authors = ["Sauro98 <[email protected]>"]
 
 description = "A Machine Learning framework for Rust"
@@ -18,7 +18,7 @@ blas = ["ndarray-linalg", "linfa/ndarray-linalg"]
 serde = ["serde_crate", "ndarray/serde", "serde_regex"]
 
 [dependencies]
-linfa = { version = "0.7.0", path = "../.." }
+linfa = { version = "0.7.1", path = "../.." }
 ndarray = { version = "0.15", features = ["approx"] }
 ndarray-linalg = { version = "0.16", optional = true }
 linfa-linalg = { version = "0.1", default-features = false }
@@ -29,7 +29,7 @@ ndarray-rand = { version = "0.14" }
 unicode-normalization = "0.1.8"
 regex = "1.4.5"
 encoding = "0.2"
-sprs = { version = "0.11.0", default-features = false }
+sprs = { version = "=0.11.1", default-features = false }
 
 serde_regex = { version = "1.1", optional = true }
 
@@ -41,16 +41,16 @@ default-features = false
 features = ["std", "derive"]
 
 [dev-dependencies]
-linfa-datasets = { version = "0.7.0", path = "../../datasets", features = [
+linfa-datasets = { version = "0.7.1", path = "../../datasets", features = [
     "diabetes",
     "winequality",
 ] }
-linfa-bayes = { version = "0.7.0", path = "../linfa-bayes" }
+linfa-bayes = { version = "0.7.1", path = "../linfa-bayes" }
 iai = "0.1"
 curl = "0.4.35"
 flate2 = "1.0.20"
 tar = "0.4.33"
-linfa = { version = "0.7.0", path = "../..", features = ["benchmarks"] }
+linfa = { version = "0.7.1", path = "../..", features = ["benchmarks"] }
 criterion = "0.4.0"
 statrs = "0.16.0"
 

algorithms/linfa-reduction/Cargo.toml

@@ -1,6 +1,6 @@
 [package]
 name = "linfa-reduction"
-version = "0.7.0"
+version = "0.7.1"
 authors = [
     "Lorenz Schmidt <[email protected]>",
     "Gabriel Bathie <[email protected]>",
@@ -42,17 +42,17 @@ num-traits = "0.2"
 thiserror = "1.0"
 rand = { version = "0.8", features = ["small_rng"] }
 
-linfa = { version = "0.7.0", path = "../.." }
-linfa-kernel = { version = "0.7.0", path = "../linfa-kernel" }
-sprs = "0.11.1"
+linfa = { version = "0.7.1", path = "../.." }
+linfa-kernel = { version = "0.7.1", path = "../linfa-kernel" }
+sprs = "=0.11.1"
 rand_xoshiro = "0.6.0"
 
 [dev-dependencies]
 ndarray-npy = { version = "0.8", default-features = false }
-linfa-datasets = { version = "0.7.0", path = "../../datasets", features = [
+linfa-datasets = { version = "0.7.1", path = "../../datasets", features = [
     "iris",
     "generate",
 ] }
 approx = { version = "0.4" }
 mnist = { version = "0.6.0", features = ["download"] }
-linfa-trees = { version = "0.7.0", path = "../linfa-trees"}
+linfa-trees = { version = "0.7.1", path = "../linfa-trees" }