qdrant-edge 0.7.2

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
79
80
81
82
83
84

use zerocopy::{FromBytes, Immutable, IntoBytes};

pub trait Blob {
    fn to_bytes(&self) -> Vec<u8>;

    fn from_bytes(bytes: &[u8]) -> Self;
}

impl Blob for Vec<u8> {
    fn to_bytes(&self) -> Vec<u8> {
        self.clone()
    }

    fn from_bytes(bytes: &[u8]) -> Self {
        bytes.to_vec()
    }
}

impl Blob for Vec<ecow::EcoString> {
    fn to_bytes(&self) -> Vec<u8> {
        serde_cbor::to_vec(self).expect("Failed to serialize Vec<ecow::EcoString>")
    }

    fn from_bytes(bytes: &[u8]) -> Self {
        serde_cbor::from_slice(bytes).expect("Failed to deserialize Vec<ecow::EcoString>")
    }
}

impl Blob for Vec<(f64, f64)> {
    fn to_bytes(&self) -> Vec<u8> {
        self.iter()
            .flat_map(|(a, b)| a.to_le_bytes().into_iter().chain(b.to_le_bytes()))
            .collect()
    }

    fn from_bytes(bytes: &[u8]) -> Self {
        assert!(
            bytes.len().is_multiple_of(size_of::<f64>() * 2),
            "unexpected number of bytes for Vec<(f64, f64)>",
        );
        bytes
            .chunks(size_of::<f64>() * 2)
            .map(|v| {
                let (a, b) = v.split_at(size_of::<f64>());
                (
                    f64::read_from_bytes(a).expect("invalid number of bytes for type f64"),
                    f64::read_from_bytes(b).expect("invalid number of bytes for type f64"),
                )
            })
            .collect()
    }
}

macro_rules! impl_blob_vec_zerocopy {
    ($type:ty) => {
        impl Blob for Vec<$type>
        where
            $type: FromBytes + IntoBytes + Immutable,
        {
            fn to_bytes(&self) -> Vec<u8> {
                self.iter()
                    .flat_map(|item| item.as_bytes())
                    .copied()
                    .collect()
            }

            fn from_bytes(bytes: &[u8]) -> Self {
                assert!(
                    bytes.len().is_multiple_of(size_of::<$type>()),
                    "unexpected number of bytes for Vec<{}>",
                    stringify!($type),
                );
                bytes
                    .chunks(size_of::<$type>())
                    .map(|v| <$type>::read_from_bytes(v).expect("invalid chunk size for type T"))
                    .collect()
            }
        }
    };
}

impl_blob_vec_zerocopy!(i64);
impl_blob_vec_zerocopy!(u128);
impl_blob_vec_zerocopy!(f64);