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perf: speed up hnsw build #2448

Merged
merged 7 commits into from
Jun 7, 2024
Merged

perf: speed up hnsw build #2448

merged 7 commits into from
Jun 7, 2024

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eddyxu
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@eddyxu eddyxu commented Jun 6, 2024

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@eddyxu eddyxu requested review from BubbleCal and chebbyChefNEQ and removed request for BubbleCal June 6, 2024 22:07
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codecov-commenter commented Jun 6, 2024

Codecov Report

Attention: Patch coverage is 97.50000% with 1 line in your changes missing coverage. Please review.

Project coverage is 79.48%. Comparing base (cfbdc11) to head (b451df5).

Files Patch % Lines
rust/lance-index/src/vector/hnsw/builder.rs 80.00% 1 Missing ⚠️
Additional details and impacted files
@@            Coverage Diff             @@
##             main    #2448      +/-   ##
==========================================
+ Coverage   79.45%   79.48%   +0.02%     
==========================================
  Files         204      204              
  Lines       56972    56976       +4     
  Branches    56972    56976       +4     
==========================================
+ Hits        45268    45286      +18     
+ Misses       9013     9003      -10     
+ Partials     2691     2687       -4     
Flag Coverage Δ
unittests 79.48% <97.50%> (+0.02%) ⬆️

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eddyxu commented Jun 6, 2024

On my M2 macbook

create_hnsw(10240x512,levels=6)
                        time:   [49.808 s 50.069 s 50.297 s]
                        change: [+4113.0% +4208.1% +4281.4%] (p = 0.00 < 0.05)
                        Performance has regressed.
Found 1 outliers among 10 measurements (10.00%)
  1 (10.00%) low mild

@eddyxu eddyxu marked this pull request as ready for review June 6, 2024 22:34
query: ArrayRef,
distance_type: DistanceType,
pub struct FlatDistanceCal<'a> {
vectors: &'a [f32],
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Let's keep these types be still arrow array cause we need to support binary vectors

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Later we can optimize this with generic

@eddyxu eddyxu merged commit 24ed51d into main Jun 7, 2024
18 of 19 checks passed
@eddyxu eddyxu deleted the lei/hnsw_update branch June 7, 2024 03:47
renovate bot referenced this pull request in spiraldb/vortex Jun 13, 2024
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This PR contains the following updates:

| Package | Type | Update | Change |
|---|---|---|---|
| [lance](https://togithub.com/lancedb/lance) | dependencies | patch |
`0.12.1` -> `0.12.2` |

---

### Release Notes

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

### [`v0.12.2`](https://togithub.com/lancedb/lance/releases/tag/v0.12.2)

[Compare
Source](https://togithub.com/lancedb/lance/compare/v0.12.1...v0.12.2)

<!-- Release notes generated using configuration in .github/release.yml
at v0.12.2 -->

#### What's Changed

##### New Features 🎉

- feat: support IVF_FLAT index by
[@&#8203;BubbleCal](https://togithub.com/BubbleCal) in
[https://github.com/lancedb/lance/pull/2418](https://togithub.com/lancedb/lance/pull/2418)
- feat: add support for arbitrary global buffers to the v2 reader/writer
by [@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2445](https://togithub.com/lancedb/lance/pull/2445)
- feat: add pushdown to the read path by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2444](https://togithub.com/lancedb/lance/pull/2444)
- feat: scan with stable row id by
[@&#8203;wjones127](https://togithub.com/wjones127) in
[https://github.com/lancedb/lance/pull/2441](https://togithub.com/lancedb/lance/pull/2441)
- feat(java): add lance spark connector for read by
[@&#8203;LuQQiu](https://togithub.com/LuQQiu) in
[https://github.com/lancedb/lance/pull/2429](https://togithub.com/lancedb/lance/pull/2429)
- feat: pickle the manifest when pickling a dataset by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2459](https://togithub.com/lancedb/lance/pull/2459)
- feat: store IVF in global buffer by
[@&#8203;BubbleCal](https://togithub.com/BubbleCal) in
[https://github.com/lancedb/lance/pull/2449](https://togithub.com/lancedb/lance/pull/2449)

##### Bug Fixes 🐛

- fix: lance.torch.LanceDataset spelt readahead wrong by
[@&#8203;wjones127](https://togithub.com/wjones127) in
[https://github.com/lancedb/lance/pull/2453](https://togithub.com/lancedb/lance/pull/2453)
- fix: respect storage options on `create_index` by
[@&#8203;joshua-auchincloss](https://togithub.com/joshua-auchincloss) in
[https://github.com/lancedb/lance/pull/2460](https://togithub.com/lancedb/lance/pull/2460)
- fix: incorrect logic when decoding manifest from last block by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2464](https://togithub.com/lancedb/lance/pull/2464)

##### Documentation 📚

- docs: add spark-lance-connector readme by
[@&#8203;LuQQiu](https://togithub.com/LuQQiu) in
[https://github.com/lancedb/lance/pull/2456](https://togithub.com/lancedb/lance/pull/2456)

##### Performance Improvements 🚀

- perf: speed up hnsw build by
[@&#8203;eddyxu](https://togithub.com/eddyxu) in
[https://github.com/lancedb/lance/pull/2448](https://togithub.com/lancedb/lance/pull/2448)
- perf: better L2 code generation by
[@&#8203;eddyxu](https://togithub.com/eddyxu) in
[https://github.com/lancedb/lance/pull/2450](https://togithub.com/lancedb/lance/pull/2450)

##### Other Changes

- refactor: pull row_id and deletion vector out of v1 file reader by
[@&#8203;wjones127](https://togithub.com/wjones127) in
[https://github.com/lancedb/lance/pull/2436](https://togithub.com/lancedb/lance/pull/2436)
- refactor: move Prefilter to a trait and move VectorIndex to
lance-vector by [@&#8203;eddyxu](https://togithub.com/eddyxu) in
[https://github.com/lancedb/lance/pull/2442](https://togithub.com/lancedb/lance/pull/2442)
- refactor: move hnsw from lance crate to lance-index crate by
[@&#8203;eddyxu](https://togithub.com/eddyxu) in
[https://github.com/lancedb/lance/pull/2446](https://togithub.com/lancedb/lance/pull/2446)
- refactor: impl the sub index trait for HNSW and clean code by
[@&#8203;BubbleCal](https://togithub.com/BubbleCal) in
[https://github.com/lancedb/lance/pull/2462](https://togithub.com/lancedb/lance/pull/2462)

#### New Contributors

- [@&#8203;joshua-auchincloss](https://togithub.com/joshua-auchincloss)
made their first contribution in
[https://github.com/lancedb/lance/pull/2460](https://togithub.com/lancedb/lance/pull/2460)

**Full Changelog**:
lancedb/lance@v0.12.1...v0.12.2

</details>

---

### Configuration

📅 **Schedule**: Branch creation - At any time (no schedule defined),
Automerge - At any time (no schedule defined).

🚦 **Automerge**: Enabled.

♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the
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---

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repository job log
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<!--renovate-debug:eyJjcmVhdGVkSW5WZXIiOiIzNy4zOTMuMCIsInVwZGF0ZWRJblZlciI6IjM3LjM5My4wIiwidGFyZ2V0QnJhbmNoIjoiZGV2ZWxvcCIsImxhYmVscyI6W119-->

Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
AdamGS referenced this pull request in AdamGS/vortex Jun 14, 2024
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This PR contains the following updates:

| Package | Type | Update | Change |
|---|---|---|---|
| [lance](https://togithub.com/lancedb/lance) | dependencies | patch |
`0.12.1` -> `0.12.2` |

---

### Release Notes

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

### [`v0.12.2`](https://togithub.com/lancedb/lance/releases/tag/v0.12.2)

[Compare
Source](https://togithub.com/lancedb/lance/compare/v0.12.1...v0.12.2)

<!-- Release notes generated using configuration in .github/release.yml
at v0.12.2 -->

#### What's Changed

##### New Features 🎉

- feat: support IVF_FLAT index by
[@&#8203;BubbleCal](https://togithub.com/BubbleCal) in
[https://github.com/lancedb/lance/pull/2418](https://togithub.com/lancedb/lance/pull/2418)
- feat: add support for arbitrary global buffers to the v2 reader/writer
by [@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2445](https://togithub.com/lancedb/lance/pull/2445)
- feat: add pushdown to the read path by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2444](https://togithub.com/lancedb/lance/pull/2444)
- feat: scan with stable row id by
[@&#8203;wjones127](https://togithub.com/wjones127) in
[https://github.com/lancedb/lance/pull/2441](https://togithub.com/lancedb/lance/pull/2441)
- feat(java): add lance spark connector for read by
[@&#8203;LuQQiu](https://togithub.com/LuQQiu) in
[https://github.com/lancedb/lance/pull/2429](https://togithub.com/lancedb/lance/pull/2429)
- feat: pickle the manifest when pickling a dataset by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2459](https://togithub.com/lancedb/lance/pull/2459)
- feat: store IVF in global buffer by
[@&#8203;BubbleCal](https://togithub.com/BubbleCal) in
[https://github.com/lancedb/lance/pull/2449](https://togithub.com/lancedb/lance/pull/2449)

##### Bug Fixes 🐛

- fix: lance.torch.LanceDataset spelt readahead wrong by
[@&#8203;wjones127](https://togithub.com/wjones127) in
[https://github.com/lancedb/lance/pull/2453](https://togithub.com/lancedb/lance/pull/2453)
- fix: respect storage options on `create_index` by
[@&#8203;joshua-auchincloss](https://togithub.com/joshua-auchincloss) in
[https://github.com/lancedb/lance/pull/2460](https://togithub.com/lancedb/lance/pull/2460)
- fix: incorrect logic when decoding manifest from last block by
[@&#8203;westonpace](https://togithub.com/westonpace) in
[https://github.com/lancedb/lance/pull/2464](https://togithub.com/lancedb/lance/pull/2464)

##### Documentation 📚

- docs: add spark-lance-connector readme by
[@&#8203;LuQQiu](https://togithub.com/LuQQiu) in
[https://github.com/lancedb/lance/pull/2456](https://togithub.com/lancedb/lance/pull/2456)

##### Performance Improvements 🚀

- perf: speed up hnsw build by
[@&#8203;eddyxu](https://togithub.com/eddyxu) in
[https://github.com/lancedb/lance/pull/2448](https://togithub.com/lancedb/lance/pull/2448)
- perf: better L2 code generation by
[@&#8203;eddyxu](https://togithub.com/eddyxu) in
[https://github.com/lancedb/lance/pull/2450](https://togithub.com/lancedb/lance/pull/2450)

##### Other Changes

- refactor: pull row_id and deletion vector out of v1 file reader by
[@&#8203;wjones127](https://togithub.com/wjones127) in
[https://github.com/lancedb/lance/pull/2436](https://togithub.com/lancedb/lance/pull/2436)
- refactor: move Prefilter to a trait and move VectorIndex to
lance-vector by [@&#8203;eddyxu](https://togithub.com/eddyxu) in
[https://github.com/lancedb/lance/pull/2442](https://togithub.com/lancedb/lance/pull/2442)
- refactor: move hnsw from lance crate to lance-index crate by
[@&#8203;eddyxu](https://togithub.com/eddyxu) in
[https://github.com/lancedb/lance/pull/2446](https://togithub.com/lancedb/lance/pull/2446)
- refactor: impl the sub index trait for HNSW and clean code by
[@&#8203;BubbleCal](https://togithub.com/BubbleCal) in
[https://github.com/lancedb/lance/pull/2462](https://togithub.com/lancedb/lance/pull/2462)

#### New Contributors

- [@&#8203;joshua-auchincloss](https://togithub.com/joshua-auchincloss)
made their first contribution in
[https://github.com/lancedb/lance/pull/2460](https://togithub.com/lancedb/lance/pull/2460)

**Full Changelog**:
lancedb/lance@v0.12.1...v0.12.2

</details>

---

### Configuration

📅 **Schedule**: Branch creation - At any time (no schedule defined),
Automerge - At any time (no schedule defined).

🚦 **Automerge**: Enabled.

♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the
rebase/retry checkbox.

🔕 **Ignore**: Close this PR and you won't be reminded about this update
again.

---

- [ ] <!-- rebase-check -->If you want to rebase/retry this PR, check
this box

---

This PR has been generated by [Mend
Renovate](https://www.mend.io/free-developer-tools/renovate/). View
repository job log
[here](https://developer.mend.io/github/spiraldb/vortex).

<!--renovate-debug:eyJjcmVhdGVkSW5WZXIiOiIzNy4zOTMuMCIsInVwZGF0ZWRJblZlciI6IjM3LjM5My4wIiwidGFyZ2V0QnJhbmNoIjoiZGV2ZWxvcCIsImxhYmVscyI6W119-->

Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
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