qdrant-edge 0.8.0

A lightweight, in-process vector search engine designed for embedded devices, autonomous systems, and mobile agents.
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

use std::arch::aarch64::*;

#[target_feature(enable = "neon")]
#[allow(clippy::missing_safety_doc)]
pub unsafe fn neon_dot_similarity_bytes(v1: &[u8], v2: &[u8]) -> f32 {
    debug_assert!(v1.len() == v2.len());
    let mut ptr1: *const u8 = v1.as_ptr();
    let mut ptr2: *const u8 = v2.as_ptr();

    unsafe {
        let mut mul1 = vdupq_n_u32(0);
        let mut mul2 = vdupq_n_u32(0);
        let len = v1.len();
        for _ in 0..len / 16 {
            let p1 = vld1q_u8(ptr1);
            let p2 = vld1q_u8(ptr2);
            ptr1 = ptr1.add(16);
            ptr2 = ptr2.add(16);

            let mul_low = vmull_u8(vget_low_u8(p1), vget_low_u8(p2));
            let mul_high = vmull_u8(vget_high_u8(p1), vget_high_u8(p2));
            mul1 = vpadalq_u16(mul1, mul_low);
            mul2 = vpadalq_u16(mul2, mul_high);
        }
        let mut score = vaddvq_u32(vaddq_u32(mul1, mul2)) as f32;

        let remainder = len % 16;
        if remainder != 0 {
            let mut remainder_score = 0;
            for _ in 0..remainder {
                let v1 = *ptr1;
                let v2 = *ptr2;
                ptr1 = ptr1.add(1);
                ptr2 = ptr2.add(1);
                remainder_score += i32::from(v1) * i32::from(v2);
            }
            score += remainder_score as f32;
        }

        score
    }
}

#[cfg(test)]
mod tests {
    use std::arch::is_aarch64_feature_detected;

    use super::*;
    use crate::segment::spaces::metric_uint::simple_dot::dot_similarity_bytes;

    #[test]
    fn test_spaces_neon() {
        if is_aarch64_feature_detected!("neon") {
            let v1: Vec<u8> = vec![
                255, 255, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 255, 255,
                0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 255, 255, 0, 1, 2, 3,
                4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 255, 255, 0, 1, 2, 3, 4, 5, 6, 7,
                8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 255, 255, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10,
                11, 12, 13, 14, 15, 16, 17,
            ];
            let v2: Vec<u8> = vec![
                255, 255, 0, 254, 253, 252, 251, 250, 249, 248, 247, 246, 245, 244, 243, 242, 241,
                240, 239, 238, 255, 255, 255, 254, 253, 252, 251, 250, 249, 248, 247, 246, 245,
                244, 243, 242, 241, 240, 239, 238, 255, 255, 255, 254, 253, 252, 251, 250, 249,
                248, 247, 246, 245, 244, 243, 242, 241, 240, 239, 238, 255, 255, 255, 254, 253,
                252, 251, 250, 249, 248, 247, 246, 245, 244, 243, 242, 241, 240, 239, 238, 255,
                255, 255, 254, 253, 252, 251, 250, 249, 248, 247, 246, 245, 244, 243, 242, 241,
                240, 239, 238,
            ];

            let dot_simd = unsafe { neon_dot_similarity_bytes(&v1, &v2) };
            let dot = dot_similarity_bytes(&v1, &v2);
            assert_eq!(dot_simd, dot);
        } else {
            println!("neon test skipped");
        }
    }
}