noos 0.1.3

Reliability layer for Rust LLM agents: scope drift, cost circuit breaks, and procedural correction memory as event-driven Decisions.
Documentation 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91

//! Vector math utilities — cosine similarity, clamp.

/// Cosine similarity between two vectors.
///
/// Returns value in [-1, 1]. Returns 0.0 if either vector has zero magnitude.
pub fn cosine_similarity(a: &[f32], b: &[f32]) -> f32 {
    if a.len() != b.len() || a.is_empty() {
        return 0.0;
    }

    let mut dot = 0.0_f64;
    let mut norm_a = 0.0_f64;
    let mut norm_b = 0.0_f64;

    for (ai, bi) in a.iter().zip(b.iter()) {
        let ai = *ai as f64;
        let bi = *bi as f64;
        dot += ai * bi;
        norm_a += ai * ai;
        norm_b += bi * bi;
    }

    let denom = norm_a.sqrt() * norm_b.sqrt();
    if denom == 0.0 {
        return 0.0;
    }

    (dot / denom) as f32
}

/// Clamp a value to [min, max].
#[inline]
pub fn clamp(value: f64, min: f64, max: f64) -> f64 {
    value.max(min).min(max)
}

#[cfg(test)]
mod tests {
    use super::*;

    #[test]
    fn cosine_identical_vectors() {
        let a = vec![1.0, 2.0, 3.0];
        let b = vec![1.0, 2.0, 3.0];
        let sim = cosine_similarity(&a, &b);
        assert!((sim - 1.0).abs() < 1e-5);
    }

    #[test]
    fn cosine_orthogonal_vectors() {
        let a = vec![1.0, 0.0];
        let b = vec![0.0, 1.0];
        let sim = cosine_similarity(&a, &b);
        assert!(sim.abs() < 1e-5);
    }

    #[test]
    fn cosine_opposite_vectors() {
        let a = vec![1.0, 0.0];
        let b = vec![-1.0, 0.0];
        let sim = cosine_similarity(&a, &b);
        assert!((sim + 1.0).abs() < 1e-5);
    }

    #[test]
    fn cosine_empty_returns_zero() {
        assert_eq!(cosine_similarity(&[], &[]), 0.0);
    }

    #[test]
    fn cosine_different_length_returns_zero() {
        let a = vec![1.0, 2.0];
        let b = vec![1.0];
        assert_eq!(cosine_similarity(&a, &b), 0.0);
    }

    #[test]
    fn clamp_within_range() {
        assert_eq!(clamp(0.5, 0.0, 1.0), 0.5);
    }

    #[test]
    fn clamp_below_min() {
        assert_eq!(clamp(-0.5, 0.0, 1.0), 0.0);
    }

    #[test]
    fn clamp_above_max() {
        assert_eq!(clamp(1.5, 0.0, 1.0), 1.0);
    }
}