lance_index/optimize.rs
1// SPDX-License-Identifier: Apache-2.0
2// SPDX-FileCopyrightText: Copyright The Lance Authors
3
4/// Options for optimizing all indices.
5#[non_exhaustive]
6#[derive(Debug, Clone, Default)]
7pub struct OptimizeOptions {
8 /// Number of delta indices to merge for one column. Default: 1.
9 ///
10 /// If `num_indices_to_merge` is None, lance will create a new delta index if no partition is split, otherwise it will merge all delta indices.
11 /// If `num_indices_to_merge` is Some(N), the delta updates and latest N indices
12 /// will be merged into one single index.
13 ///
14 /// It is up to the caller to decide how many indices to merge / keep. Callers can
15 /// find out how many indices are there by calling [`Dataset::index_statistics`].
16 ///
17 /// A common usage pattern will be that, the caller can keep a large snapshot of the index of the base version,
18 /// and accumulate a few delta indices, then merge them into the snapshot.
19 pub num_indices_to_merge: Option<usize>,
20
21 /// the index names to optimize. If None, all indices will be optimized.
22 pub index_names: Option<Vec<String>>,
23
24 /// whether to retrain the whole index. Default: false.
25 ///
26 /// If true, the index will be retrained based on the current data,
27 /// `num_indices_to_merge` will be ignored, and all indices will be merged into one.
28 /// If false, the index will be optimized by merging `num_indices_to_merge` indices.
29 ///
30 /// This is useful when the data distribution has changed significantly,
31 /// and we want to retrain the index to improve the search quality.
32 /// This would be faster than re-create the index from scratch.
33 ///
34 /// NOTE: this option is only supported for v3 vector indices.
35 pub retrain: bool,
36}
37
38impl OptimizeOptions {
39 pub fn new() -> Self {
40 Self::default()
41 }
42
43 pub fn merge(num: usize) -> Self {
44 Self {
45 num_indices_to_merge: Some(num),
46 index_names: None,
47 ..Default::default()
48 }
49 }
50
51 pub fn append() -> Self {
52 Self {
53 num_indices_to_merge: Some(0),
54 index_names: None,
55 ..Default::default()
56 }
57 }
58
59 pub fn retrain() -> Self {
60 Self {
61 num_indices_to_merge: None,
62 index_names: None,
63 retrain: true,
64 }
65 }
66
67 pub fn num_indices_to_merge(mut self, num: Option<usize>) -> Self {
68 self.num_indices_to_merge = num;
69 self
70 }
71
72 pub fn index_names(mut self, names: Vec<String>) -> Self {
73 self.index_names = Some(names);
74 self
75 }
76}