lance 8.0.0

A columnar data format that is 100x faster than Parquet for random access.
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
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
// SPDX-License-Identifier: Apache-2.0
// SPDX-FileCopyrightText: Copyright The Lance Authors

use crate::Dataset;
use crate::dataset::transaction::{Operation, Transaction};
use crate::index::frag_reuse::{build_frag_reuse_index_metadata, load_frag_reuse_index_details};
use lance_core::Error;
use lance_index::frag_reuse::{FRAG_REUSE_INDEX_NAME, FragReuseIndexDetails, FragReuseVersion};
use lance_index::is_system_index;
use lance_table::format::IndexMetadata;
use lance_table::io::manifest::read_manifest_indexes;
use log::warn;
use roaring::RoaringBitmap;

/// Cleanup a fragment reuse index based on the current condition of the indices.
/// If all the indices currently available are already caught up to as a specific reuse version,
/// all older reuse versions (inclusive) can be cleaned up.
///
/// An index is considered caught up against a specific reuse version if
/// 1. the index is created after or at the same dataset version as the reuse version
/// 2. there is no old fragment in the version that is covered by the index and can be remapped.
///    If an index's fragment bitmap is missing, we will consider it as caught up.
///    Otherwise, we will never be able to clean up the reuse version.
///
/// Note that there could be a race condition that an index is being added during the cleanup,
/// This will make that specific index not efficient until the next reindex,
/// but it will not cause any correctness problem.
pub async fn cleanup_frag_reuse_index(dataset: &mut Dataset) -> lance_core::Result<()> {
    // check against index metadata before auto-remap
    let indices = read_manifest_indexes(
        &dataset.object_store,
        &dataset.manifest_location,
        &dataset.manifest,
    )
    .await?;
    let Some(frag_reuse_index_meta) = indices.iter().find(|idx| idx.name == FRAG_REUSE_INDEX_NAME)
    else {
        return Ok(());
    };

    let frag_reuse_details = load_frag_reuse_index_details(dataset, frag_reuse_index_meta)
        .await
        .unwrap();

    let mut retained_versions = Vec::new();
    let mut fragment_bitmaps = RoaringBitmap::new();
    for version in frag_reuse_details.versions.iter() {
        let check_results = indices
            .iter()
            .map(|idx| is_index_remap_caught_up(version, idx))
            .collect::<Vec<_>>();

        if check_results
            .iter()
            .any(|r| matches!(r, Err(Error::InvalidInput { .. })))
        {
            // If the check fails, the reuse version is likely corrupted, do not retain it.
            continue;
        }

        if !check_results.into_iter().all(|r| r.unwrap()) {
            fragment_bitmaps.extend(version.new_frag_bitmap());
            retained_versions.push(version.clone());
        }
    }

    // Return early if there is nothing to cleanup
    if retained_versions.len() == frag_reuse_details.versions.len() {
        return Ok(());
    }

    let frag_reuse_index_details = FragReuseIndexDetails {
        versions: retained_versions,
    };

    let new_index_meta = build_frag_reuse_index_metadata(
        dataset,
        Some(frag_reuse_index_meta),
        frag_reuse_index_details,
        fragment_bitmaps,
    )
    .await?;

    let transaction = Transaction::new(
        dataset.manifest.version,
        Operation::CreateIndex {
            new_indices: vec![new_index_meta],
            removed_indices: vec![frag_reuse_index_meta.clone()],
        },
        None,
    );

    dataset
        .apply_commit(transaction, &Default::default(), &Default::default())
        .await?;

    Ok(())
}

fn is_index_remap_caught_up(
    frag_reuse_version: &FragReuseVersion,
    index_meta: &IndexMetadata,
) -> lance_core::Result<bool> {
    if is_system_index(index_meta) {
        return Ok(true);
    }

    if index_meta.dataset_version < frag_reuse_version.dataset_version {
        return Ok(false);
    }

    match index_meta.fragment_bitmap.clone() {
        Some(index_frag_bitmap) => {
            for group in frag_reuse_version.groups.iter() {
                let mut old_frag_in_index = 0;
                for old_frag in group.old_frags.iter() {
                    if index_frag_bitmap.contains(old_frag.id as u32) {
                        old_frag_in_index += 1;
                    }
                }

                if old_frag_in_index > 0 {
                    if old_frag_in_index != group.old_frags.len() {
                        // This should never happen because we always commit a full rewrite group
                        // and we always reindex either the entire group or nothing.
                        // We use invalid input to be consistent with
                        // dataset::transaction::recalculate_fragment_bitmap
                        return Err(Error::invalid_input(format!(
                            "The compaction plan included a rewrite group that was a split of indexed and non-indexed data: {:?}",
                            group.old_frags
                        )));
                    }
                    return Ok(false);
                }
            }
            Ok(true)
        }
        None => {
            warn!(
                "Index {} ({}) missing fragment bitmap, cannot determine if it is caught up with the fragment reuse version, consider retraining the index",
                index_meta.name, index_meta.uuid
            );
            Ok(true)
        }
    }
}

#[cfg(test)]
mod tests {
    use super::*;
    use crate::dataset::optimize::{CompactionOptions, compact_files, remapping};
    use crate::index::DatasetIndexExt;
    use crate::utils::test::{DatagenExt, FragmentCount, FragmentRowCount};
    use all_asserts::{assert_false, assert_true};
    use arrow_array::types::{Float32Type, Int32Type};
    use lance_datagen::Dimension;
    use lance_index::IndexType;
    use lance_index::scalar::ScalarIndexParams;

    #[tokio::test]
    async fn test_cleanup_frag_reuse_index() {
        let mut dataset = lance_datagen::gen_batch()
            .col(
                "vec",
                lance_datagen::array::rand_vec::<Float32Type>(Dimension::from(128)),
            )
            .col("i", lance_datagen::array::step::<Int32Type>())
            .into_ram_dataset(FragmentCount::from(6), FragmentRowCount::from(1000))
            .await
            .unwrap();

        // Create an index to be remapped
        let index_name = Some("scalar".into());
        dataset
            .create_index(
                &["i"],
                IndexType::Scalar,
                index_name.clone(),
                &ScalarIndexParams::default(),
                false,
            )
            .await
            .unwrap();

        // Compact and check index not caught up
        compact_files(
            &mut dataset,
            CompactionOptions {
                target_rows_per_fragment: 2_000,
                defer_index_remap: true,
                ..Default::default()
            },
            None,
        )
        .await
        .unwrap();
        let Some(frag_reuse_index_meta) = dataset
            .load_index_by_name(FRAG_REUSE_INDEX_NAME)
            .await
            .unwrap()
        else {
            panic!("Fragment reuse index must be available");
        };
        let frag_reuse_details = load_frag_reuse_index_details(&dataset, &frag_reuse_index_meta)
            .await
            .unwrap();
        assert_eq!(frag_reuse_details.versions.len(), 1);
        let indices = dataset.load_indices().await.unwrap();
        let scalar_index = indices.iter().find(|idx| idx.name == "scalar").unwrap();
        // Should not be considered caught up because index was created at an old dataset version
        assert_false!(
            is_index_remap_caught_up(&frag_reuse_details.versions[0], scalar_index).unwrap()
        );

        // Remap and check index is caught up
        remapping::remap_column_index(&mut dataset, &["i"], index_name.clone())
            .await
            .unwrap();
        let indices = dataset.load_indices().await.unwrap();
        let scalar_index = indices.iter().find(|idx| idx.name == "scalar").unwrap();
        assert_true!(
            is_index_remap_caught_up(&frag_reuse_details.versions[0], scalar_index).unwrap()
        );

        // Cleanup frag reuse index and check there is no reuse version
        let mut dataset_clone = dataset.clone();
        cleanup_frag_reuse_index(&mut dataset).await.unwrap();
        let Some(frag_reuse_index_meta) = dataset
            .load_index_by_name(FRAG_REUSE_INDEX_NAME)
            .await
            .unwrap()
        else {
            panic!("Fragment reuse index must be available");
        };
        let frag_reuse_details = load_frag_reuse_index_details(&dataset, &frag_reuse_index_meta)
            .await
            .unwrap();
        assert_eq!(frag_reuse_details.versions.len(), 0);

        // Try doing a concurrent cleanup should fail with conflict
        assert!(matches!(
            cleanup_frag_reuse_index(&mut dataset_clone).await,
            Err(Error::RetryableCommitConflict { .. })
        ));
    }

    /// With more than one index on the table, remapping every index must catch
    /// all of them up so the reuse index can be trimmed.
    ///
    /// Regression: `remap_column_index` used to decide whether to remap an
    /// index's data from the presence of the old fragments in its fragment
    /// bitmap. But `load_indices` coverage-remaps the bitmap onto the new
    /// fragments in memory, and remapping the *first* index commits a manifest
    /// that persists that cleaned bitmap for the others — so remapping the
    /// remaining indexes became a silent no-op (their data was never remapped
    /// and their `dataset_version` never advanced), and the reuse index could
    /// never be trimmed.
    #[tokio::test]
    async fn test_cleanup_frag_reuse_index_multiple_indices() {
        let mut dataset = lance_datagen::gen_batch()
            .col("i", lance_datagen::array::step::<Int32Type>())
            .col("j", lance_datagen::array::step::<Int32Type>())
            .into_ram_dataset(FragmentCount::from(6), FragmentRowCount::from(1000))
            .await
            .unwrap();

        for col in ["i", "j"] {
            dataset
                .create_index(
                    &[col],
                    IndexType::Scalar,
                    Some(format!("{col}_idx")),
                    &ScalarIndexParams::default(),
                    false,
                )
                .await
                .unwrap();
        }

        compact_files(
            &mut dataset,
            CompactionOptions {
                target_rows_per_fragment: 2_000,
                defer_index_remap: true,
                ..Default::default()
            },
            None,
        )
        .await
        .unwrap();

        let frag_reuse_index_meta = dataset
            .load_index_by_name(FRAG_REUSE_INDEX_NAME)
            .await
            .unwrap()
            .expect("Fragment reuse index must be available");
        let frag_reuse_details = load_frag_reuse_index_details(&dataset, &frag_reuse_index_meta)
            .await
            .unwrap();
        assert_eq!(frag_reuse_details.versions.len(), 1);

        for col in ["i", "j"] {
            remapping::remap_column_index(&mut dataset, &[col], Some(format!("{col}_idx")))
                .await
                .unwrap();
        }

        // Every index must now be caught up (data remapped, version advanced).
        let indices = dataset.load_indices().await.unwrap();
        for col in ["i", "j"] {
            let index = indices
                .iter()
                .find(|idx| idx.name == format!("{col}_idx"))
                .unwrap();
            assert!(
                is_index_remap_caught_up(&frag_reuse_details.versions[0], index).unwrap(),
                "index {col}_idx was not caught up after remap"
            );
        }

        // ... so the reuse index trims down to zero versions.
        cleanup_frag_reuse_index(&mut dataset).await.unwrap();
        let frag_reuse_index_meta = dataset
            .load_index_by_name(FRAG_REUSE_INDEX_NAME)
            .await
            .unwrap()
            .expect("Fragment reuse index must be available");
        let frag_reuse_details = load_frag_reuse_index_details(&dataset, &frag_reuse_index_meta)
            .await
            .unwrap();
        assert_eq!(frag_reuse_details.versions.len(), 0);

        // Data correctness, not just version bookkeeping: with the reuse index
        // trimmed there is no auto-remap safety net, so each index must resolve
        // to LIVE rows. An index whose data was not actually remapped (e.g. one
        // whose bitmap was coverage-remapped by a sibling's commit before its
        // own data remap) points at compacted-away fragments and errors on take.
        use futures::TryStreamExt;
        for col in ["i", "j"] {
            let rows: usize = dataset
                .scan()
                .filter(&format!("{col} >= 2000 AND {col} < 3000"))
                .unwrap()
                .try_into_stream()
                .await
                .unwrap()
                .try_collect::<Vec<_>>()
                .await
                .unwrap()
                .iter()
                .map(|b| b.num_rows())
                .sum();
            assert_eq!(
                rows, 1000,
                "index {col}_idx must resolve to live rows after remap+trim"
            );
        }
    }

    /// When the reuse index has accumulated several versions, a single remap
    /// must compose them and rebuild + commit the index exactly ONCE, not once
    /// per version.
    #[tokio::test]
    async fn test_remap_index_batches_multiple_reuse_versions() {
        let mut dataset = lance_datagen::gen_batch()
            .col("i", lance_datagen::array::step::<Int32Type>())
            .into_ram_dataset(FragmentCount::from(8), FragmentRowCount::from(1000))
            .await
            .unwrap();
        dataset
            .create_index(
                &["i"],
                IndexType::Scalar,
                Some("i_idx".into()),
                &ScalarIndexParams::default(),
                false,
            )
            .await
            .unwrap();

        // Accumulate multiple reuse versions: each round deletes a prefix, which
        // shrinks fragments below target and forces another deferred compaction.
        let options = CompactionOptions {
            target_rows_per_fragment: 4_000,
            defer_index_remap: true,
            ..Default::default()
        };
        for round in 0..4 {
            dataset
                .delete(&format!("i < {}", 1_000 * (round + 1)))
                .await
                .unwrap();
            compact_files(&mut dataset, options.clone(), None)
                .await
                .unwrap();
        }

        let frag_reuse_index_meta = dataset
            .load_index_by_name(FRAG_REUSE_INDEX_NAME)
            .await
            .unwrap()
            .expect("Fragment reuse index must be available");
        let num_versions = load_frag_reuse_index_details(&dataset, &frag_reuse_index_meta)
            .await
            .unwrap()
            .versions
            .len();
        assert!(
            num_versions >= 2,
            "test needs multiple reuse versions to exercise batching, got {num_versions}"
        );

        // A single remap must commit exactly once, regardless of version count.
        let version_before = dataset.manifest.version;
        remapping::remap_column_index(&mut dataset, &["i"], Some("i_idx".into()))
            .await
            .unwrap();
        let commits = dataset.manifest.version - version_before;
        assert_eq!(
            commits, 1,
            "batched remap must commit once, not once per reuse version ({num_versions})"
        );

        // ... and the reuse index then trims to zero.
        cleanup_frag_reuse_index(&mut dataset).await.unwrap();
        let frag_reuse_index_meta = dataset
            .load_index_by_name(FRAG_REUSE_INDEX_NAME)
            .await
            .unwrap()
            .expect("Fragment reuse index must be available");
        assert_eq!(
            load_frag_reuse_index_details(&dataset, &frag_reuse_index_meta)
                .await
                .unwrap()
                .versions
                .len(),
            0
        );
    }
}