* Add TurboQuant quantization documentation (v1.18.0)
Adds a new TurboQuant section to the quantization guide covering the
four encoding options (bits1/bits1_5/bits2/bits4), automatic asymmetric
quantization, distance metric support, and the automatic TQ+ precision
enhancement for sealed segments. Updates the comparison table and
method-selection guidance to recommend TurboQuant over Binary and
Scalar Quantization for new collections. Adds HTTP-only snippets for
basic setup and explicit bit-depth selection.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
* Consistently use title case for headers
* Restructure doc to lead with TurboQuant
* Clarify rescoring
* Edits
* Soften TQ advice
* Updates
* Fix
* Apply suggestions from code review
Co-authored-by: Jojii <15957865+JojiiOfficial@users.noreply.github.com>
* Review feedback
* Add Go/Java/C# code snippets
* Add list of 4 quantization methods to introduction
* Review feedback
* Stronger advice for TQ4
* Add Python snippets
* Add Rust snippets
* Add TS snippets
* Update recommendation table
* Update production checklist
* Remove link to article
---------
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-authored-by: Jojii <15957865+JojiiOfficial@users.noreply.github.com>
Run `./generate-md.py` to update generated markdown files after
semi-manual changes made in the previous commit.
This commit serves as a gist of fixed issues found in snippets.
(it's easier to review 250 lines diff rather than 31k lines diff, isn't it?)
This commit both:
- Fixes pre-existing mistakes in snippets, aka wrong code samples.
- Adds hidden (`@hide`) statements that do not appear in the docs,
but satisfy typecheckers.
These changes are purely mechanical to differentiate them from manual
fixes/adjustments made in the next commit.
This results in broken code as some snippets contain errors.
Made in four steps:
1. Run ./migrate-snippet.py that converts `.md` files to code files
and perhaps adds missing lines under `// @hide` comments.
2. Sort Java imports.
3. Remove old `.md` files.
4. Run ./generate.md to produce `*/generated/*.md` files.
* shortcode for rendering code snippets from separate markdown files
* formatted code
* fix and readme
* semi-automatically extracts snippets from markdown
* extract snippets from points.md
* extract snippets from vectors.md
* extract snippets from payload.md
* extract snippets from search.md + fixes
* extract snippets from explore.md
* extract snippets from hybrid-queries.md + mode query by id into search
* extract snippets from filtering.md
* extract snippets from storage.md + update outdated info
* extract snippets from indexing.md
* extract snippets from snapshots.md
* extract snippets from guides/optimize.md
* extract snippets from guides/multiple-partitions.md + fix aside note
* extract snippets from guides/quantization.md
* use auto-generated descriptions
* order json snippets first
---------
Co-authored-by: generall <andrey@vasnetsov.com>
István Zoltán Szabó