RCF3

rcf3 provides streaming anomaly detectors in Rust with Python bindings.

What it provides

Random Cut Forest for online anomaly detection, feature attribution, neighborhood search, missing-value imputation, and time-series forecasting
Online Isolation Forest for numerical streams with sliding-window updates
mStream for mixed numerical/categorical streaming anomaly detection with feature-level score decomposition
FeatureSketch for sparse feature-name streams whose schema can grow or shrink over time
Rust and Python APIs over the same core implementation

Documentation

Quick orientation

Use Forest when your stream is represented as numerical observations and you want the broader RCF feature set:

use rcf3::Forest;

let mut forest = Forest::builder(2).build()?;
forest.update(&[1.5, 2.3])?;

Use OnlineIForest when you want a compact numerical detector with sliding-window updates:

use rcf3::OnlineIForest;

let mut detector = OnlineIForest::builder(2).build()?;
let score = detector.update_and_score(&[1.5, 2.3])?;

Use MStream when each event has separate numerical and categorical aspects:

use rcf3::MStream;

let mut detector = MStream::builder(2, 1).build()?;
let score = detector.update_and_score(&[1.5, 2.0], &[7], 1)?;

Use FeatureSketch when each event is a sparse set of named features and the feature universe is not fixed:

use rcf3::FeatureSketch;

let mut detector = FeatureSketch::builder().build()?;
let score = detector.update_and_score([
    ("endpoint:/login", 1.0),
    ("status:401", 1.0),
    ("bytes", 812.0),
])?;

Features

The crate supports several compile-time features:

`std` (enabled by default)

Enables use of the Rust standard library. Disable this for no_std environments:

[dependencies]
rcf3 = { version = "0.4", default-features = false }

`serde` (enabled by default)

Provides JSON serialization and deserialization support for persisted detector state:

[dependencies]
rcf3 = { version = "0.4", features = ["serde", "std"] }

`python` (optional)

Builds Python bindings using PyO3, enabling use from Python. Automatically enables serde and std:

[dependencies]
rcf3 = { version = "0.4", features = ["python"] }

To use just the core algorithm without serialization:

[dependencies]
rcf3 = { version = "0.4", default-features = false, features = ["std"] }

License

Licensed under either of the Apache License 2.0 or MIT license, at your option.

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Release history Release notifications | RSS feed

This release

0.5.2

Aug 3, 2026

0.5.1

Jun 16, 2026

0.5.0

Jun 2, 2026

0.4.0

May 25, 2026

0.3.0

May 18, 2026

0.2.0

May 14, 2026

0.1.0 yanked

May 13, 2026

rcf3 0.5.2

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