- hybrid-queries: see-also link at end of grouping section
- vectors: clarify MaxSim returns one combined score and point to named vectors + tutorial
- text-search: BM25 short-field calibration note plus BM25F workaround pointer
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* Update FAQ
* Fix links
* One more link
* Apply suggestions from code review
Co-authored-by: Tim Visée <tim+github@visee.me>
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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
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Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
Tutorial slugs now match their content:
- retrieval-quality/ -> ann-recall/ (alias preserves the old published path)
- retrieval-quality-golden-set/ -> retrieval-relevance/
- retrieval-quality-pipeline-output/ -> pipeline-output-quality/
Co-Authored-By: Claude Opus 4.7 (1M context) <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>
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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
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Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
Splits the three retrieval-evaluation tutorials across two sections.
ANN Recall (Web UI, language-agnostic) stays under Search Engineering.
The two Python ecosystem tutorials (ranx, ragas) move to a new top-level
Improve Search section under the Ecosystem partition.
Co-Authored-By: Claude Opus 4.7 (1M context) <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>
Web UI is renaming the tab, card title, and column header to
"ANN Recall" alongside the precision-to-recall switch. Update the
prose and screenshot alt text to match. Button label
(Check Index Quality) stays as is.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Recall@k is the standard metric for ANN benchmarks. Rename the
tutorial title, headings, helper function, and prose; update the
recent inline edits and merge sentence; and update cross-links from
the relevance and pipeline-output tutorials and the tutorials index.
Generic Precision@k mentions in the ranx metric list are unrelated
and left alone.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
The Search Quality tab uses the Query Points API, so it can only
tune search-time SearchParams. Replace the m/ef_construct walkthrough
with hnsw_ef and link to the Essentials course for the build-time
trade-offs.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Maddie Duhon