* 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>
* Update FAQ
* Fix links
* One more link
* Apply suggestions from code review
Co-authored-by: Tim Visée <tim+github@visee.me>
---------
Co-authored-by: Tim Visée <tim+github@visee.me>
* Document per-collection API metrics (v1.18.0)
Add a footnote to rest_responses_total and grpc_responses_total in the
metrics table and a new "Per-Collection API Metrics" subsection explaining
the ?per_collection=true query parameter added in qdrant/qdrant#8214.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
* Consistently use title case
* Review feedback
* Edit
---------
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
* Document 7 missing strict_mode_config parameters
Adds documentation sections and code snippets (Python, TypeScript, Rust,
Go, Java, C#, HTTP, bash) for search_allow_exact, search_max_hnsw_ef,
search_max_oversampling, search_max_batchsize, max_resident_memory_percent,
multivector_config, and sparse_config.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
* Use title case for all headers
* Update qdrant-landing/content/documentation/ops-configuration/administration.md
Co-authored-by: Tim Visée <tim@visee.me>
* Mention default strict mode on Cloud; Clarify behavior of only setting enabled=true
* Apply suggestion from @timvisee
Co-authored-by: Tim Visée <tim@visee.me>
---------
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-authored-by: Tim Visée <tim@visee.me>
* Add Monitor Collection Memory Usage page (v1.18.0)
New page in Monitoring & Telemetry documenting the Web UI Memory tab and
the GET /collections/{name}/memory API endpoint added in qdrant/qdrant#8606
and qdrant/qdrant-web-ui#372.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
* Update web-ui docs link
* Review feedback
---------
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
* Document low memory mode (v1.18.0)
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
* Consistently use title case for all headers
* Update qdrant-landing/content/documentation/ops-configuration/administration.md
Co-authored-by: Tim Visée <tim@visee.me>
---------
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-authored-by: Tim Visée <tim@visee.me>
* Document audit logging tracing ID support (v1.18.0)
Add a "Tracing IDs" subsection to the Audit Logging section of security.md,
and code snippets for all six client SDKs showing how to attach an
x-request-id header to requests so it appears in audit log entries.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
* Small edits
* Don't hide imports in Python snippet
---------
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
Clicking a language tab now switches all other code-snippet widgets on
the page to the same language, and the choice is saved to localStorage
so it is auto-applied on future page loads.
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
* Add stronger wording about wait=true
* Position indexed_only and prevent_unoptimized as alternatives
* Review feedback
* Apply suggestions from code review
Co-authored-by: Tim Visée <tim+github@visee.me>
* Small edit
---------
Co-authored-by: Tim Visée <tim+github@visee.me>
* Initial Rust snippets
* Update content for Rust
* Upgrade Rust to 1.94.0; test Edge code snippets against dev
* Temporarily test against Edge shim crate
* Move to EdgeShardConfig and EdgeVectorParams
* Add docs for payload indexing, filtering, facet(), and optimize()
* De-emphasize on-device use case
* Update link to Rust examples on Github
* Flattened API
* Switch to new/create and load to initialize shards
* Fixups for released packages
* Mention recover_partial_snapshot on method list
* Link to Github dev branch for examples
---------
Co-authored-by: xzfc <xzfcpw@gmail.com>
* Mark prevent_unoptimized as experimental
* Update qdrant-landing/content/documentation/guides/low-latency-search.md
Co-authored-by: Tim Visée <tim@visee.me>
---------
Co-authored-by: Tim Visée <tim@visee.me>
* Switch to insert-only mode instead of conditional upserts
* Make code snippets testable; use Cloud Inference
* Use regular upserts instead of batch_update_points
* Add snippets for TS, Rust, Java, C#, and Go
* Add support for rendering each page as md
* On md pages, change relative links to go to md version
* Netlify: respond with md if accept header equals text/markdown
* Render shortcodes
* Remove netlify accept header functionality
* Support generating multiple snippets from one source file
* Convert Python code snippets from one source file
* Add code snippets for C#, Go, Java, Rust and TS
* Make intro less Python-oriented
* Add client installation instructions for all languages
* Cleanup python code
---------
Co-authored-by: xzfc <xzfcpw@gmail.com>
* Initial docs for Qdrant Edge
* Qdrant Edge is not python library
* Anush' feedback
* Talk about 'loading a shard from disk' instead of 'creating a new shard from existing data'
* Talk about 'Edge Shards' instead of 'shards' and use EdgeShard class in code snippets
* Remove unnecessary styling
* review suggestions
* link to github examples + link to SA
---------
Co-authored-by: generall <andrey@vasnetsov.com>
Abdon Pijpelink