rustyml 0.11.0

A high-performance machine learning & deep learning library in pure Rust, offering ML algorithms and neural network support
Documentation
# THIS FILE IS AUTOMATICALLY GENERATED BY CARGO
#
# When uploading crates to the registry Cargo will automatically
# "normalize" Cargo.toml files for maximal compatibility
# with all versions of Cargo and also rewrite `path` dependencies
# to registry (e.g., crates.io) dependencies.
#
# If you are reading this file be aware that the original Cargo.toml
# will likely look very different (and much more reasonable).
# See Cargo.toml.orig for the original contents.

[package]
edition = "2024"
rust-version = "1.85.0"
name = "rustyml"
version = "0.11.0"
authors = ["SomeB1oody <stanyin64@gmail.com>"]
build = false
autolib = false
autobins = false
autoexamples = false
autotests = false
autobenches = false
description = "A high-performance machine learning & deep learning library in pure Rust, offering ML algorithms and neural network support"
documentation = "https://docs.rs/crate/rustyml"
readme = "README.md"
keywords = [
    "machine_learning",
    "ML",
    "neural_network",
    "AI",
]
categories = [
    "mathematics",
    "science",
    "algorithms",
]
license = "MIT"
repository = "https://github.com/SomeB1oody/RustyML"

[package.metadata.docs.rs]
features = ["full"]
rustdoc-args = [
    "--cfg",
    "docsrs",
]

[features]
dataset = ["dep:ndarray"]
default = [
    "machine_learning",
    "neural_network",
]
full = [
    "dataset",
    "machine_learning",
    "neural_network",
    "utility",
    "math",
    "metric",
]
machine_learning = [
    "math",
    "dep:ndarray",
    "dep:rayon",
    "dep:ahash",
    "dep:ndarray-rand",
    "dep:indicatif",
    "dep:serde",
    "dep:serde_json",
]
math = [
    "dep:ndarray",
    "dep:ahash",
]
metric = [
    "dep:ndarray",
    "dep:ahash",
]
neural_network = [
    "dep:ndarray",
    "dep:rayon",
    "dep:ndarray-rand",
    "dep:indicatif",
    "dep:serde",
    "dep:serde_json",
]
utility = [
    "math",
    "dep:ndarray",
    "dep:nalgebra",
    "dep:rayon",
    "dep:ahash",
    "dep:indicatif",
    "dep:serde",
    "dep:serde_json",
    "dep:ndarray-rand",
]

[lib]
name = "rustyml"
path = "src/lib.rs"

[[test]]
name = "machine_learning_test"
path = "tests/machine_learning_test.rs"

[[test]]
name = "math_test"
path = "tests/math_test.rs"

[[test]]
name = "metric_test"
path = "tests/metric_test.rs"

[[test]]
name = "ml_dbscan_test"
path = "tests/ml_dbscan_test.rs"

[[test]]
name = "ml_decision_tree_test"
path = "tests/ml_decision_tree_test.rs"

[[test]]
name = "ml_isolation_forest_test"
path = "tests/ml_isolation_forest_test.rs"

[[test]]
name = "ml_kmeans_test"
path = "tests/ml_kmeans_test.rs"

[[test]]
name = "ml_knn_test"
path = "tests/ml_knn_test.rs"

[[test]]
name = "ml_linear_regression_test"
path = "tests/ml_linear_regression_test.rs"

[[test]]
name = "ml_linear_svc_test"
path = "tests/ml_linear_svc_test.rs"

[[test]]
name = "ml_logistic_regression_test"
path = "tests/ml_logistic_regression_test.rs"

[[test]]
name = "ml_meanshift_test"
path = "tests/ml_meanshift_test.rs"

[[test]]
name = "ml_svc_test"
path = "tests/ml_svc_test.rs"

[[test]]
name = "neural_network_test"
path = "tests/neural_network_test.rs"

[[test]]
name = "nn_activation_test"
path = "tests/nn_activation_test.rs"

[[test]]
name = "nn_average_pooling_1d_test"
path = "tests/nn_average_pooling_1d_test.rs"

[[test]]
name = "nn_average_pooling_2d_test"
path = "tests/nn_average_pooling_2d_test.rs"

[[test]]
name = "nn_average_pooling_3d_test"
path = "tests/nn_average_pooling_3d_test.rs"

[[test]]
name = "nn_batch_normalization_test"
path = "tests/nn_batch_normalization_test.rs"

[[test]]
name = "nn_conv_1d_test"
path = "tests/nn_conv_1d_test.rs"

[[test]]
name = "nn_conv_2d_test"
path = "tests/nn_conv_2d_test.rs"

[[test]]
name = "nn_conv_3d_test"
path = "tests/nn_conv_3d_test.rs"

[[test]]
name = "nn_dense_test"
path = "tests/nn_dense_test.rs"

[[test]]
name = "nn_depthwise_conv_2d_test"
path = "tests/nn_depthwise_conv_2d_test.rs"

[[test]]
name = "nn_dropout_test"
path = "tests/nn_dropout_test.rs"

[[test]]
name = "nn_flatten_test"
path = "tests/nn_flatten_test.rs"

[[test]]
name = "nn_gaussian_dropout_test"
path = "tests/nn_gaussian_dropout_test.rs"

[[test]]
name = "nn_gaussian_noise_test"
path = "tests/nn_gaussian_noise_test.rs"

[[test]]
name = "nn_global_average_pooling_1d_test"
path = "tests/nn_global_average_pooling_1d_test.rs"

[[test]]
name = "nn_global_average_pooling_2d_test"
path = "tests/nn_global_average_pooling_2d_test.rs"

[[test]]
name = "nn_global_average_pooling_3d_test"
path = "tests/nn_global_average_pooling_3d_test.rs"

[[test]]
name = "nn_global_max_pooling_1d_test"
path = "tests/nn_global_max_pooling_1d_test.rs"

[[test]]
name = "nn_global_max_pooling_2d_test"
path = "tests/nn_global_max_pooling_2d_test.rs"

[[test]]
name = "nn_global_max_pooling_3d_test"
path = "tests/nn_global_max_pooling_3d_test.rs"

[[test]]
name = "nn_group_normalization_test"
path = "tests/nn_group_normalization_test.rs"

[[test]]
name = "nn_gru_test"
path = "tests/nn_gru_test.rs"

[[test]]
name = "nn_instance_normalization_test"
path = "tests/nn_instance_normalization_test.rs"

[[test]]
name = "nn_layer_normalization_test"
path = "tests/nn_layer_normalization_test.rs"

[[test]]
name = "nn_layer_weight_test"
path = "tests/nn_layer_weight_test.rs"

[[test]]
name = "nn_loss_function_test"
path = "tests/nn_loss_function_test.rs"

[[test]]
name = "nn_lstm_test"
path = "tests/nn_lstm_test.rs"

[[test]]
name = "nn_max_pooling_1d_test"
path = "tests/nn_max_pooling_1d_test.rs"

[[test]]
name = "nn_max_pooling_2d_test"
path = "tests/nn_max_pooling_2d_test.rs"

[[test]]
name = "nn_max_pooling_3d_test"
path = "tests/nn_max_pooling_3d_test.rs"

[[test]]
name = "nn_optimizer_test"
path = "tests/nn_optimizer_test.rs"

[[test]]
name = "nn_separable_conv_2d_test"
path = "tests/nn_separable_conv_2d_test.rs"

[[test]]
name = "nn_sequential_test"
path = "tests/nn_sequential_test.rs"

[[test]]
name = "nn_simple_rnn_test"
path = "tests/nn_simple_rnn_test.rs"

[[test]]
name = "nn_spatial_dropout_1d_test"
path = "tests/nn_spatial_dropout_1d_test.rs"

[[test]]
name = "nn_spatial_dropout_2d_test"
path = "tests/nn_spatial_dropout_2d_test.rs"

[[test]]
name = "nn_spatial_dropout_3d_test"
path = "tests/nn_spatial_dropout_3d_test.rs"

[[test]]
name = "ut_kernel_pca_test"
path = "tests/ut_kernel_pca_test.rs"

[[test]]
name = "ut_label_encoding_test"
path = "tests/ut_label_encoding_test.rs"

[[test]]
name = "ut_linear_discriminant_analysis_test"
path = "tests/ut_linear_discriminant_analysis_test.rs"

[[test]]
name = "ut_normalize_test"
path = "tests/ut_normalize_test.rs"

[[test]]
name = "ut_principal_component_analysis_test"
path = "tests/ut_principal_component_analysis_test.rs"

[[test]]
name = "ut_standardize_test"
path = "tests/ut_standardize_test.rs"

[[test]]
name = "ut_t_sne_test"
path = "tests/ut_t_sne_test.rs"

[[test]]
name = "ut_train_test_split_test"
path = "tests/ut_train_test_split_test.rs"

[[test]]
name = "utility_test"
path = "tests/utility_test.rs"

[dependencies.ahash]
version = "0.8.12"
features = ["serde"]
optional = true

[dependencies.indicatif]
version = "0.18.3"
optional = true

[dependencies.nalgebra]
version = "0.34.1"
optional = true

[dependencies.ndarray]
version = "0.17.2"
features = [
    "rayon",
    "serde",
]
optional = true

[dependencies.ndarray-rand]
version = "0.16.0"
optional = true

[dependencies.rayon]
version = "1.11.0"
optional = true

[dependencies.serde]
version = "1.0.228"
features = ["derive"]
optional = true

[dependencies.serde_json]
version = "1.0.149"
optional = true

[dev-dependencies.approx]
version = "0.5.1"

[profile.dev]
opt-level = 0

[profile.release]
opt-level = 3