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refactor: refactor logical decoders into "field decoders" #2407

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merged 5 commits into from
Jun 3, 2024

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@westonpace westonpace commented May 29, 2024

Previously we had "logical page scheduler" and "physical page scheduler". There was no concept of a "column scheduler" or "field scheduler" like we have on the encode path. This was going to be a problem for pushdown and dictionary encodings. Both of these operate on a field-level (technically dictionary encoding might someday operate on both a page and field level but we can ignore that for now).

This PR converts the "logical page scheduler" concept into a "field scheduler" which spans entire columns.

The result is that the struct scheduler got simpler (some of its complexity moved to the primitive scheduler) and the list scheduler stayed more or less as complex as it has always been (but the work got split up a bit better). Performance-wise there should be no real difference but this opens up the floor for pushdown, dictionary, rle, etc.

There is also the small perk of aligning better with the encoder traits which have always had "field encoder"

rust/lance-encoding/src/decoder.rs Show resolved Hide resolved
@@ -253,7 +270,7 @@ impl ColumnInfo {
/// Create a new instance
pub fn new(
index: u32,
page_infos: Vec<Arc<PageInfo>>,
page_infos: Arc<Vec<PageInfo>>,
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bikeshed: this could be Arc<[PageInfo]>, which eliminates one pointer hop, I believe.

https://www.reddit.com/r/rust/comments/14bpihv/using_arct_instead_of_vect/

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Cool trick to learn! I went ahead and converted a few different Arc<Vec<T>> structures in the lance_encoding crate.

@westonpace westonpace force-pushed the refactor/v2-field-scheduler branch from f8531b9 to 57ca5d6 Compare June 3, 2024 15:03
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codecov-commenter commented Jun 3, 2024

Codecov Report

Attention: Patch coverage is 90.90909% with 56 lines in your changes are missing coverage. Please review.

Project coverage is 79.72%. Comparing base (ee37912) to head (cecf5c7).
Report is 1 commits behind head on main.

Files Patch % Lines
rust/lance-encoding/src/encodings/logical/list.rs 88.49% 18 Missing and 11 partials ⚠️
rust/lance-encoding/src/decoder.rs 88.39% 6 Missing and 7 partials ⚠️
...ust/lance-encoding/src/encodings/logical/struct.rs 92.13% 4 Missing and 3 partials ⚠️
.../lance-encoding/src/encodings/logical/primitive.rs 94.44% 4 Missing and 1 partial ⚠️
...ust/lance-encoding/src/encodings/logical/binary.rs 93.93% 0 Missing and 2 partials ⚠️
Additional details and impacted files
@@            Coverage Diff             @@
##             main    #2407      +/-   ##
==========================================
+ Coverage   79.60%   79.72%   +0.11%     
==========================================
  Files         206      205       -1     
  Lines       56627    56400     -227     
  Branches    56627    56400     -227     
==========================================
- Hits        45079    44963     -116     
+ Misses       8873     8756     -117     
- Partials     2675     2681       +6     
Flag Coverage Δ
unittests 79.72% <90.90%> (+0.11%) ⬆️

Flags with carried forward coverage won't be shown. Click here to find out more.

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@westonpace westonpace merged commit 5ab70c2 into lancedb:main Jun 3, 2024
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renovate bot referenced this pull request in spiraldb/vortex Jun 12, 2024
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This PR contains the following updates:

| Package | Type | Update | Change |
|---|---|---|---|
| [lance](https://togithub.com/lancedb/lance) | dependencies | minor |
`0.10.16` -> `0.12.0` |

---

### Release Notes

<details>
<summary>lancedb/lance (lance)</summary>

### [`v0.12.1`](https://togithub.com/lancedb/lance/releases/tag/v0.12.1)

[Compare
Source](https://togithub.com/lancedb/lance/compare/v0.12.0...v0.12.1)

<!-- Release notes generated using configuration in .github/release.yml
at v0.12.1 -->

#### What's Changed

##### Bug Fixes 🐛

- fix: incorrect chunking was making lance datasets use too much RAM by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2438](https://togithub.com/lancedb/lance/pull/2438)

**Full Changelog**:
lancedb/lance@v0.12.0...v0.12.1

### [`v0.12.0`](https://togithub.com/lancedb/lance/releases/tag/v0.12.0)

[Compare
Source](https://togithub.com/lancedb/lance/compare/v0.11.1...v0.12.0)

<!-- Release notes generated using configuration in .github/release.yml
at v0.12.0 -->

#### What's Changed

##### Breaking Changes 🛠

- feat: change dataset uri to return full qualified url instead of
object store path by [@&#8203;eddyxu](https://togithub.com/eddyxu) in
[https://github.com/lancedb/lance/pull/2416](https://togithub.com/lancedb/lance/pull/2416)

##### New Features 🎉

- feat: new shuffler by
[@&#8203;BubbleCal](https://togithub.com/BubbleCal) in
[https://github.com/lancedb/lance/pull/2404](https://togithub.com/lancedb/lance/pull/2404)
- feat: new index builder by
[@&#8203;BubbleCal](https://togithub.com/BubbleCal) in
[https://github.com/lancedb/lance/pull/2401](https://togithub.com/lancedb/lance/pull/2401)
- feat: stable row id manifest changes by
[@&#8203;wjones127](https://togithub.com/wjones127) in
[https://github.com/lancedb/lance/pull/2363](https://togithub.com/lancedb/lance/pull/2363)
- feat: once a table has been created with v1 or v2 format then it
should always use that format by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2435](https://togithub.com/lancedb/lance/pull/2435)

##### Bug Fixes 🐛

- fix: fix file writer which was not writing page buffers in the correct
order by [@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2413](https://togithub.com/lancedb/lance/pull/2413)

##### Other Changes

- refactor: refactor logical decoders into "field decoders" by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2407](https://togithub.com/lancedb/lance/pull/2407)
- refactor: rename use_experimental_writer to use_legacy_format by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2433](https://togithub.com/lancedb/lance/pull/2433)
- refactor: minor refactor to allow I/O scheduler to be cloned in page
schedulers by [@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2432](https://togithub.com/lancedb/lance/pull/2432)

**Full Changelog**:
lancedb/lance@v0.11.1...v0.12.0

### [`v0.11.1`](https://togithub.com/lancedb/lance/releases/tag/v0.11.1)

[Compare
Source](https://togithub.com/lancedb/lance/compare/v0.11.0...v0.11.1)

<!-- Release notes generated using configuration in .github/release.yml
at v0.11.1 -->

#### What's Changed

##### New Features 🎉

- feat(java): support jdk8 by
[@&#8203;LuQQiu](https://togithub.com/LuQQiu) in
[https://github.com/lancedb/lance/pull/2362](https://togithub.com/lancedb/lance/pull/2362)
- feat: support kmode with hamming distance by
[@&#8203;eddyxu](https://togithub.com/eddyxu) in
[https://github.com/lancedb/lance/pull/2366](https://togithub.com/lancedb/lance/pull/2366)
- feat: row id index structures (experimental) by
[@&#8203;wjones127](https://togithub.com/wjones127) in
[https://github.com/lancedb/lance/pull/2303](https://togithub.com/lancedb/lance/pull/2303)
- feat: update merge_insert to add statistics for inserted, updated,
deleted rows by [@&#8203;raunaks13](https://togithub.com/raunaks13) in
[https://github.com/lancedb/lance/pull/2357](https://togithub.com/lancedb/lance/pull/2357)
- feat: define Flat index as a scan over VectorStorage by
[@&#8203;chebbyChefNEQ](https://togithub.com/chebbyChefNEQ) in
[https://github.com/lancedb/lance/pull/2380](https://togithub.com/lancedb/lance/pull/2380)
- feat: add some schema utility methods to the v2 reader/writer by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2389](https://togithub.com/lancedb/lance/pull/2389)
- feat: general compression for value page buffer by
[@&#8203;niyue](https://togithub.com/niyue) in
[https://github.com/lancedb/lance/pull/2368](https://togithub.com/lancedb/lance/pull/2368)
- feat: make the index cache size (in bytes) available by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2381](https://togithub.com/lancedb/lance/pull/2381)
- feat: add special uri scheme to use CloudFileReader for local fs by
[@&#8203;chebbyChefNEQ](https://togithub.com/chebbyChefNEQ) in
[https://github.com/lancedb/lance/pull/2402](https://togithub.com/lancedb/lance/pull/2402)
- feat: add encoder utilities for pushdown by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2388](https://togithub.com/lancedb/lance/pull/2388)

##### Bug Fixes 🐛

- fix: concat batches before writing to avoid small IO slow down by
[@&#8203;chebbyChefNEQ](https://togithub.com/chebbyChefNEQ) in
[https://github.com/lancedb/lance/pull/2384](https://togithub.com/lancedb/lance/pull/2384)
- fix: low recall if the num partitions is more than num rows by
[@&#8203;BubbleCal](https://togithub.com/BubbleCal) in
[https://github.com/lancedb/lance/pull/2386](https://togithub.com/lancedb/lance/pull/2386)
- fix: f32 reduce_min for x86 by
[@&#8203;heiher](https://togithub.com/heiher) in
[https://github.com/lancedb/lance/pull/2385](https://togithub.com/lancedb/lance/pull/2385)
- fix: fix incorrect validation logic in updater by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2408](https://togithub.com/lancedb/lance/pull/2408)

##### Performance Improvements 🚀

- perf: make VectorStorage and DistCalculator static to generate better
code by [@&#8203;BubbleCal](https://togithub.com/BubbleCal) in
[https://github.com/lancedb/lance/pull/2355](https://togithub.com/lancedb/lance/pull/2355)
- perf: optimize IO path for reading manifest by
[@&#8203;wjones127](https://togithub.com/wjones127) in
[https://github.com/lancedb/lance/pull/2396](https://togithub.com/lancedb/lance/pull/2396)

##### Other Changes

- refactor: make proto conversion fallible and not copy by
[@&#8203;wjones127](https://togithub.com/wjones127) in
[https://github.com/lancedb/lance/pull/2371](https://togithub.com/lancedb/lance/pull/2371)
- refactor: separate take and schema evolution impls to own files by
[@&#8203;wjones127](https://togithub.com/wjones127) in
[https://github.com/lancedb/lance/pull/2372](https://togithub.com/lancedb/lance/pull/2372)
- Revert "fix: concat batches before writing to avoid small IO slow down
([#&#8203;2384](https://togithub.com/lancedb/lance/issues/2384))" by
[@&#8203;chebbyChefNEQ](https://togithub.com/chebbyChefNEQ) in
[https://github.com/lancedb/lance/pull/2387](https://togithub.com/lancedb/lance/pull/2387)
- refactor: shuffle around v2 metadata sections to allow read-on-demand
statistics by [@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2400](https://togithub.com/lancedb/lance/pull/2400)

#### New Contributors

- [@&#8203;niyue](https://togithub.com/niyue) made their first
contribution in
[https://github.com/lancedb/lance/pull/2368](https://togithub.com/lancedb/lance/pull/2368)
- [@&#8203;heiher](https://togithub.com/heiher) made their first
contribution in
[https://github.com/lancedb/lance/pull/2385](https://togithub.com/lancedb/lance/pull/2385)

**Full Changelog**:
lancedb/lance@v0.11.0...v0.11.1

### [`v0.11.0`](https://togithub.com/lancedb/lance/releases/tag/v0.11.0)

[Compare
Source](https://togithub.com/lancedb/lance/compare/v0.10.18...v0.11.0)

<!-- Release notes generated using configuration in .github/release.yml
at v0.11.0 -->

#### What's Changed

##### Breaking Changes 🛠

- feat(rust)!: use BoxedError in Error::IO by
[@&#8203;broccoliSpicy](https://togithub.com/broccoliSpicy) in
[https://github.com/lancedb/lance/pull/2329](https://togithub.com/lancedb/lance/pull/2329)

##### New Features 🎉

- feat: add v2 support to fragment merge / update paths by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2311](https://togithub.com/lancedb/lance/pull/2311)
- feat: add priority to I/O scheduler by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2315](https://togithub.com/lancedb/lance/pull/2315)
- feat: add take_rows operation to the v2 file reader's python bindings
by [@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2331](https://togithub.com/lancedb/lance/pull/2331)
- feat: added example for reading and writing dataset in rust by
[@&#8203;raunaks13](https://togithub.com/raunaks13) in
[https://github.com/lancedb/lance/pull/2349](https://togithub.com/lancedb/lance/pull/2349)
- feat: new HNSW implementation by
[@&#8203;BubbleCal](https://togithub.com/BubbleCal) in
[https://github.com/lancedb/lance/pull/2353](https://togithub.com/lancedb/lance/pull/2353)
- feat: add fragment take / fixed-size-binary support to v2 format by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2354](https://togithub.com/lancedb/lance/pull/2354)

##### Bug Fixes 🐛

- fix: recognize a simple expression like 'is_foo' as a scalar index
query by [@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2356](https://togithub.com/lancedb/lance/pull/2356)
- fix: rework list encoder to handle list-struct by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2344](https://togithub.com/lancedb/lance/pull/2344)
- fix: minor bug fixes for v2 by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2361](https://togithub.com/lancedb/lance/pull/2361)

##### Documentation 📚

- docs: clearify comments in table.proto -> message DataFragment ->
physical_rows by
[@&#8203;broccoliSpicy](https://togithub.com/broccoliSpicy) in
[https://github.com/lancedb/lance/pull/2346](https://togithub.com/lancedb/lance/pull/2346)

##### Performance Improvements 🚀

- perf: use the file metadata cache in scalar indices by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2330](https://togithub.com/lancedb/lance/pull/2330)

##### Other Changes

- chore: remove `m_max` and `use_heuristic` params from HNSW builder by
[@&#8203;BubbleCal](https://togithub.com/BubbleCal) in
[https://github.com/lancedb/lance/pull/2336](https://togithub.com/lancedb/lance/pull/2336)
- fix(java): fix JNI jar loader issue by
[@&#8203;LuQQiu](https://togithub.com/LuQQiu) in
[https://github.com/lancedb/lance/pull/2340](https://togithub.com/lancedb/lance/pull/2340)
- ci: fix labeler permissions by
[@&#8203;wjones127](https://togithub.com/wjones127) in
[https://github.com/lancedb/lance/pull/2348](https://togithub.com/lancedb/lance/pull/2348)
- fix: rework decoding to fix bugs in nested struct decoding by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2337](https://togithub.com/lancedb/lance/pull/2337)

#### New Contributors

- [@&#8203;broccoliSpicy](https://togithub.com/broccoliSpicy) made their
first contribution in
[https://github.com/lancedb/lance/pull/2346](https://togithub.com/lancedb/lance/pull/2346)
- [@&#8203;raunaks13](https://togithub.com/raunaks13) made their first
contribution in
[https://github.com/lancedb/lance/pull/2349](https://togithub.com/lancedb/lance/pull/2349)

**Full Changelog**:
lancedb/lance@v0.10.18...v0.11.0

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This PR contains the following updates:

| Package | Type | Update | Change |
|---|---|---|---|
| [lance](https://togithub.com/lancedb/lance) | dependencies | minor |
`0.10.16` -> `0.12.0` |

---

### Release Notes

<details>
<summary>lancedb/lance (lance)</summary>

### [`v0.12.1`](https://togithub.com/lancedb/lance/releases/tag/v0.12.1)

[Compare
Source](https://togithub.com/lancedb/lance/compare/v0.12.0...v0.12.1)

<!-- Release notes generated using configuration in .github/release.yml
at v0.12.1 -->

#### What's Changed

##### Bug Fixes 🐛

- fix: incorrect chunking was making lance datasets use too much RAM by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2438](https://togithub.com/lancedb/lance/pull/2438)

**Full Changelog**:
lancedb/lance@v0.12.0...v0.12.1

### [`v0.12.0`](https://togithub.com/lancedb/lance/releases/tag/v0.12.0)

[Compare
Source](https://togithub.com/lancedb/lance/compare/v0.11.1...v0.12.0)

<!-- Release notes generated using configuration in .github/release.yml
at v0.12.0 -->

#### What's Changed

##### Breaking Changes 🛠

- feat: change dataset uri to return full qualified url instead of
object store path by [@&#8203;eddyxu](https://togithub.com/eddyxu) in
[https://github.com/lancedb/lance/pull/2416](https://togithub.com/lancedb/lance/pull/2416)

##### New Features 🎉

- feat: new shuffler by
[@&#8203;BubbleCal](https://togithub.com/BubbleCal) in
[https://github.com/lancedb/lance/pull/2404](https://togithub.com/lancedb/lance/pull/2404)
- feat: new index builder by
[@&#8203;BubbleCal](https://togithub.com/BubbleCal) in
[https://github.com/lancedb/lance/pull/2401](https://togithub.com/lancedb/lance/pull/2401)
- feat: stable row id manifest changes by
[@&#8203;wjones127](https://togithub.com/wjones127) in
[https://github.com/lancedb/lance/pull/2363](https://togithub.com/lancedb/lance/pull/2363)
- feat: once a table has been created with v1 or v2 format then it
should always use that format by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2435](https://togithub.com/lancedb/lance/pull/2435)

##### Bug Fixes 🐛

- fix: fix file writer which was not writing page buffers in the correct
order by [@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2413](https://togithub.com/lancedb/lance/pull/2413)

##### Other Changes

- refactor: refactor logical decoders into "field decoders" by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2407](https://togithub.com/lancedb/lance/pull/2407)
- refactor: rename use_experimental_writer to use_legacy_format by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2433](https://togithub.com/lancedb/lance/pull/2433)
- refactor: minor refactor to allow I/O scheduler to be cloned in page
schedulers by [@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2432](https://togithub.com/lancedb/lance/pull/2432)

**Full Changelog**:
lancedb/lance@v0.11.1...v0.12.0

### [`v0.11.1`](https://togithub.com/lancedb/lance/releases/tag/v0.11.1)

[Compare
Source](https://togithub.com/lancedb/lance/compare/v0.11.0...v0.11.1)

<!-- Release notes generated using configuration in .github/release.yml
at v0.11.1 -->

#### What's Changed

##### New Features 🎉

- feat(java): support jdk8 by
[@&#8203;LuQQiu](https://togithub.com/LuQQiu) in
[https://github.com/lancedb/lance/pull/2362](https://togithub.com/lancedb/lance/pull/2362)
- feat: support kmode with hamming distance by
[@&#8203;eddyxu](https://togithub.com/eddyxu) in
[https://github.com/lancedb/lance/pull/2366](https://togithub.com/lancedb/lance/pull/2366)
- feat: row id index structures (experimental) by
[@&#8203;wjones127](https://togithub.com/wjones127) in
[https://github.com/lancedb/lance/pull/2303](https://togithub.com/lancedb/lance/pull/2303)
- feat: update merge_insert to add statistics for inserted, updated,
deleted rows by [@&#8203;raunaks13](https://togithub.com/raunaks13) in
[https://github.com/lancedb/lance/pull/2357](https://togithub.com/lancedb/lance/pull/2357)
- feat: define Flat index as a scan over VectorStorage by
[@&#8203;chebbyChefNEQ](https://togithub.com/chebbyChefNEQ) in
[https://github.com/lancedb/lance/pull/2380](https://togithub.com/lancedb/lance/pull/2380)
- feat: add some schema utility methods to the v2 reader/writer by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2389](https://togithub.com/lancedb/lance/pull/2389)
- feat: general compression for value page buffer by
[@&#8203;niyue](https://togithub.com/niyue) in
[https://github.com/lancedb/lance/pull/2368](https://togithub.com/lancedb/lance/pull/2368)
- feat: make the index cache size (in bytes) available by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2381](https://togithub.com/lancedb/lance/pull/2381)
- feat: add special uri scheme to use CloudFileReader for local fs by
[@&#8203;chebbyChefNEQ](https://togithub.com/chebbyChefNEQ) in
[https://github.com/lancedb/lance/pull/2402](https://togithub.com/lancedb/lance/pull/2402)
- feat: add encoder utilities for pushdown by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2388](https://togithub.com/lancedb/lance/pull/2388)

##### Bug Fixes 🐛

- fix: concat batches before writing to avoid small IO slow down by
[@&#8203;chebbyChefNEQ](https://togithub.com/chebbyChefNEQ) in
[https://github.com/lancedb/lance/pull/2384](https://togithub.com/lancedb/lance/pull/2384)
- fix: low recall if the num partitions is more than num rows by
[@&#8203;BubbleCal](https://togithub.com/BubbleCal) in
[https://github.com/lancedb/lance/pull/2386](https://togithub.com/lancedb/lance/pull/2386)
- fix: f32 reduce_min for x86 by
[@&#8203;heiher](https://togithub.com/heiher) in
[https://github.com/lancedb/lance/pull/2385](https://togithub.com/lancedb/lance/pull/2385)
- fix: fix incorrect validation logic in updater by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2408](https://togithub.com/lancedb/lance/pull/2408)

##### Performance Improvements 🚀

- perf: make VectorStorage and DistCalculator static to generate better
code by [@&#8203;BubbleCal](https://togithub.com/BubbleCal) in
[https://github.com/lancedb/lance/pull/2355](https://togithub.com/lancedb/lance/pull/2355)
- perf: optimize IO path for reading manifest by
[@&#8203;wjones127](https://togithub.com/wjones127) in
[https://github.com/lancedb/lance/pull/2396](https://togithub.com/lancedb/lance/pull/2396)

##### Other Changes

- refactor: make proto conversion fallible and not copy by
[@&#8203;wjones127](https://togithub.com/wjones127) in
[https://github.com/lancedb/lance/pull/2371](https://togithub.com/lancedb/lance/pull/2371)
- refactor: separate take and schema evolution impls to own files by
[@&#8203;wjones127](https://togithub.com/wjones127) in
[https://github.com/lancedb/lance/pull/2372](https://togithub.com/lancedb/lance/pull/2372)
- Revert "fix: concat batches before writing to avoid small IO slow down
([#&#8203;2384](https://togithub.com/lancedb/lance/issues/2384))" by
[@&#8203;chebbyChefNEQ](https://togithub.com/chebbyChefNEQ) in
[https://github.com/lancedb/lance/pull/2387](https://togithub.com/lancedb/lance/pull/2387)
- refactor: shuffle around v2 metadata sections to allow read-on-demand
statistics by [@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2400](https://togithub.com/lancedb/lance/pull/2400)

#### New Contributors

- [@&#8203;niyue](https://togithub.com/niyue) made their first
contribution in
[https://github.com/lancedb/lance/pull/2368](https://togithub.com/lancedb/lance/pull/2368)
- [@&#8203;heiher](https://togithub.com/heiher) made their first
contribution in
[https://github.com/lancedb/lance/pull/2385](https://togithub.com/lancedb/lance/pull/2385)

**Full Changelog**:
lancedb/lance@v0.11.0...v0.11.1

### [`v0.11.0`](https://togithub.com/lancedb/lance/releases/tag/v0.11.0)

[Compare
Source](https://togithub.com/lancedb/lance/compare/v0.10.18...v0.11.0)

<!-- Release notes generated using configuration in .github/release.yml
at v0.11.0 -->

#### What's Changed

##### Breaking Changes 🛠

- feat(rust)!: use BoxedError in Error::IO by
[@&#8203;broccoliSpicy](https://togithub.com/broccoliSpicy) in
[https://github.com/lancedb/lance/pull/2329](https://togithub.com/lancedb/lance/pull/2329)

##### New Features 🎉

- feat: add v2 support to fragment merge / update paths by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2311](https://togithub.com/lancedb/lance/pull/2311)
- feat: add priority to I/O scheduler by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2315](https://togithub.com/lancedb/lance/pull/2315)
- feat: add take_rows operation to the v2 file reader's python bindings
by [@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2331](https://togithub.com/lancedb/lance/pull/2331)
- feat: added example for reading and writing dataset in rust by
[@&#8203;raunaks13](https://togithub.com/raunaks13) in
[https://github.com/lancedb/lance/pull/2349](https://togithub.com/lancedb/lance/pull/2349)
- feat: new HNSW implementation by
[@&#8203;BubbleCal](https://togithub.com/BubbleCal) in
[https://github.com/lancedb/lance/pull/2353](https://togithub.com/lancedb/lance/pull/2353)
- feat: add fragment take / fixed-size-binary support to v2 format by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2354](https://togithub.com/lancedb/lance/pull/2354)

##### Bug Fixes 🐛

- fix: recognize a simple expression like 'is_foo' as a scalar index
query by [@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2356](https://togithub.com/lancedb/lance/pull/2356)
- fix: rework list encoder to handle list-struct by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2344](https://togithub.com/lancedb/lance/pull/2344)
- fix: minor bug fixes for v2 by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2361](https://togithub.com/lancedb/lance/pull/2361)

##### Documentation 📚

- docs: clearify comments in table.proto -> message DataFragment ->
physical_rows by
[@&#8203;broccoliSpicy](https://togithub.com/broccoliSpicy) in
[https://github.com/lancedb/lance/pull/2346](https://togithub.com/lancedb/lance/pull/2346)

##### Performance Improvements 🚀

- perf: use the file metadata cache in scalar indices by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2330](https://togithub.com/lancedb/lance/pull/2330)

##### Other Changes

- chore: remove `m_max` and `use_heuristic` params from HNSW builder by
[@&#8203;BubbleCal](https://togithub.com/BubbleCal) in
[https://github.com/lancedb/lance/pull/2336](https://togithub.com/lancedb/lance/pull/2336)
- fix(java): fix JNI jar loader issue by
[@&#8203;LuQQiu](https://togithub.com/LuQQiu) in
[https://github.com/lancedb/lance/pull/2340](https://togithub.com/lancedb/lance/pull/2340)
- ci: fix labeler permissions by
[@&#8203;wjones127](https://togithub.com/wjones127) in
[https://github.com/lancedb/lance/pull/2348](https://togithub.com/lancedb/lance/pull/2348)
- fix: rework decoding to fix bugs in nested struct decoding by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2337](https://togithub.com/lancedb/lance/pull/2337)

#### New Contributors

- [@&#8203;broccoliSpicy](https://togithub.com/broccoliSpicy) made their
first contribution in
[https://github.com/lancedb/lance/pull/2346](https://togithub.com/lancedb/lance/pull/2346)
- [@&#8203;raunaks13](https://togithub.com/raunaks13) made their first
contribution in
[https://github.com/lancedb/lance/pull/2349](https://togithub.com/lancedb/lance/pull/2349)

**Full Changelog**:
lancedb/lance@v0.10.18...v0.11.0

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