[package]
edition = "2024"
rust-version = "1.94"
name = "rill-ml"
version = "0.7.2"
build = false
exclude = [".github/"]
autolib = false
autobins = false
autoexamples = false
autotests = false
autobenches = false
description = "Lightweight, serializable online machine learning for Rust applications and streaming data."
documentation = "https://docs.rs/rill-ml"
readme = "README.md"
keywords = [
"machine-learning",
"online-learning",
"streaming",
"incremental",
"edge",
]
categories = [
"algorithms",
"science",
]
license = "MIT"
repository = "https://github.com/hello-yunshu/rill-ml"
[features]
bandit = ["dep:rand"]
default = ["bandit"]
serde = ["dep:serde"]
[lib]
name = "rill_ml"
path = "src/lib.rs"
[[example]]
name = "bandit_demo"
path = "examples/bandit_demo.rs"
[[example]]
name = "diagnostics_demo"
path = "examples/diagnostics_demo.rs"
[[example]]
name = "drift_demo"
path = "examples/drift_demo.rs"
[[example]]
name = "online_classification"
path = "examples/online_classification.rs"
[[example]]
name = "online_regression"
path = "examples/online_regression.rs"
required-features = ["serde"]
[[example]]
name = "progressive_validation"
path = "examples/progressive_validation.rs"
[[example]]
name = "sensor_stream"
path = "examples/sensor_stream.rs"
[[example]]
name = "sparse_classification"
path = "examples/sparse_classification.rs"
[[test]]
name = "bandit_learning"
path = "tests/bandit_learning.rs"
[[test]]
name = "classification_learning"
path = "tests/classification_learning.rs"
[[test]]
name = "drift_detection"
path = "tests/drift_detection.rs"
[[test]]
name = "ftrl_learning"
path = "tests/ftrl_learning.rs"
[[test]]
name = "naive_bayes"
path = "tests/naive_bayes.rs"
[[test]]
name = "pipeline_behavior"
path = "tests/pipeline_behavior.rs"
[[test]]
name = "progressive_order"
path = "tests/progressive_order.rs"
[[test]]
name = "regression_learning"
path = "tests/regression_learning.rs"
[[test]]
name = "serialization"
path = "tests/serialization.rs"
[[test]]
name = "sparse_features"
path = "tests/sparse_features.rs"
[[test]]
name = "stats_reference"
path = "tests/stats_reference.rs"
[[bench]]
name = "online_models"
path = "benches/online_models.rs"
harness = false
[[bench]]
name = "online_stats"
path = "benches/online_stats.rs"
harness = false
[dependencies.rand]
version = "0.8"
optional = true
[dependencies.serde]
version = "1.0"
features = ["derive"]
optional = true
[dependencies.thiserror]
version = "1.0"
[dev-dependencies.approx]
version = "0.5"
[dev-dependencies.criterion]
version = "0.5"
features = [
"plotters",
"cargo_bench_support",
]
default-features = false
[dev-dependencies.proptest]
version = "1.0"
[dev-dependencies.rand_chacha]
version = "0.3"
[dev-dependencies.serde_json]
version = "1.0"
[profile.bench]
lto = true
codegen-units = 1