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perf: speed up hnsw build #2448
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Codecov ReportAttention: Patch coverage is
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
Flags with carried forward coverage won't be shown. Click here to find out more. ☔ View full report in Codecov by Sentry. |
On my M2 macbook
|
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
[![Mend Renovate](https://app.renovatebot.com/images/banner.svg)](https://renovatebot.com) 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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​BubbleCal](https://togithub.com/BubbleCal) in [https://github.com/lancedb/lance/pull/2462](https://togithub.com/lancedb/lance/pull/2462) #### New Contributors - [@​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>
[![Mend Renovate](https://app.renovatebot.com/images/banner.svg)](https://renovatebot.com) 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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​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 [@​BubbleCal](https://togithub.com/BubbleCal) in [https://github.com/lancedb/lance/pull/2462](https://togithub.com/lancedb/lance/pull/2462) #### New Contributors - [@​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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