* Cluster Telemetry docs (#2068) * mention cluster telemetry * small reword * Docs for read_fan_out_delay_ms * Add warning against setting threshold too low * Small docs change for inference API keys * Trigger Build * Add guide with tips for low latency search (#2136) * Update frontmatter weights * Add 'Tips for Low-Latency Search' guide * Review feedback * Temporarily bump Rust client to v1-17-upgrade branch * Docs for audit logging (#2141) * Docs for audit logging * Consistent title casing * Review feedback * Docs for optimization monitoring (#2121) * Docs for optimization monitoring * Review feedback * Optimization monitoring is cluster-wide now * Upgrade code snippet checker to 1.17 * Fix broken Python snippets * Relevance Feedback docs (#2060) * add relevance feedback in Explore page * Review * Trigger Build * Trigger Build * Create new 'Search Relevance' concept page * Tweaks * Update links to moved content * add rust snippet * TS anippets * Clarification about using point IDs * Add links * Restructure paragraphs * docs: Go snippet Signed-off-by: Anush008 <mail@anush.sh> * docs: Missed Java snippets with C# Signed-off-by: Anush008 <mail@anush.sh> * new: add python snippets * Make Java and Rust snippets testable * Remove unnecessary styling --------- Signed-off-by: Anush008 <mail@anush.sh> Co-authored-by: Evgeniya Sukhodolskaya <suxodolskaya97@gmail.com> Co-authored-by: Abdon Pijpelink <abdon.pijpelink@qdrant.com> Co-authored-by: Ivan Pleshkov <pleshkov.ivan@gmail.com> Co-authored-by: Anush008 <mail@anush.sh> Co-authored-by: George Panchuk <george.panchuk@qdrant.tech> * Docs for enable_hnsw (#2080) * Move 'Filterable HNSW Index' section under 'Vector Index' * Add docs for enable_hnsw * docs: Go snippets Signed-off-by: Anush008 <mail@anush.sh> * docs: Java snippets Signed-off-by: Anush008 <mail@anush.sh> * docs: C# snippets Signed-off-by: Anush008 <mail@anush.sh> * Add Rust snippet * TS snippets * new: add python snippets --------- Signed-off-by: Anush008 <mail@anush.sh> Co-authored-by: Anush008 <mail@anush.sh> Co-authored-by: timvisee <tim@visee.me> Co-authored-by: Ivan Pleshkov <pleshkov.ivan@gmail.com> Co-authored-by: George Panchuk <george.panchuk@qdrant.tech> * Docs for list shard keys API (#2082) * Docs for list shard keys * docs: Go snippets Signed-off-by: Anush008 <mail@anush.sh> * docs: Java snippets Signed-off-by: Anush008 <mail@anush.sh> * docs: C# snippets Signed-off-by: Anush008 <mail@anush.sh> * Add Rust snippet * docs: TS snippets * new: add python snippets --------- Signed-off-by: Anush008 <mail@anush.sh> Co-authored-by: Anush008 <mail@anush.sh> Co-authored-by: timvisee <tim@visee.me> Co-authored-by: Ivan Pleshkov <pleshkov.ivan@gmail.com> Co-authored-by: George Panchuk <george.panchuk@qdrant.tech> * Docs for update_mode (#2097) * Docs for update_mode * docs: C#, Go, Java snippets Signed-off-by: Anush008 <mail@anush.sh> * doc: Remove _ from C# snippet Signed-off-by: Anush008 <mail@anush.sh> * Add Rust snippet * Fix some snippets * Review feedback * ts snippets * new: add python snippets * fix: add generated python.md --------- Signed-off-by: Anush008 <mail@anush.sh> Co-authored-by: Anush008 <mail@anush.sh> Co-authored-by: timvisee <tim@visee.me> Co-authored-by: Ivan Pleshkov <pleshkov.ivan@gmail.com> Co-authored-by: George Panchuk <george.panchuk@qdrant.tech> * Docs for weighted RRF (#2132) * Docs for weighted RRF * docs: Go, Java, C# snippets Signed-off-by: Anush008 <mail@anush.sh> * Add Rust snippet * Apply suggestions from code review Co-authored-by: Luis Cossío <luis.cossio@qdrant.com> * Delete landing_page.sln * Review feedback * ts snippets * new: add python snippets * Trigger Build --------- Signed-off-by: Anush008 <mail@anush.sh> Co-authored-by: Anush008 <mail@anush.sh> Co-authored-by: timvisee <tim@visee.me> Co-authored-by: Luis Cossío <luis.cossio@qdrant.com> Co-authored-by: Ivan Pleshkov <pleshkov.ivan@gmail.com> Co-authored-by: George Panchuk <george.panchuk@qdrant.tech> * Clean up Go and Java snippets * Revert go snippet change; target Go client 1.17.1 * Updated Go snippet * Trigger Build * Update Rust lockfile --------- Signed-off-by: Anush008 <mail@anush.sh> Co-authored-by: Luis Cossío <luis.cossio@qdrant.com> Co-authored-by: Daniel Boros <56868953+dancixx@users.noreply.github.com> Co-authored-by: timvisee <tim@visee.me> Co-authored-by: Evgeniya Sukhodolskaya <suxodolskaya97@gmail.com> Co-authored-by: Ivan Pleshkov <pleshkov.ivan@gmail.com> Co-authored-by: Anush008 <mail@anush.sh> Co-authored-by: George Panchuk <george.panchuk@qdrant.tech>
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title, weight, partition
| title | weight | partition |
|---|---|---|
| Concepts | 8 | qdrant |
Concepts
Think of these concepts as a glossary. Each of these concepts include a link to detailed information, usually with examples. If you're new to AI, these concepts can help you learn more about AI and the Qdrant approach.
Collections
Collections define a named set of points that you can use for your search.
Payload
A Payload describes information that you can store with vectors.
Points
Points are a record which consists of a vector and an optional payload.
Search
Search describes similarity search, which set up related objects close to each other in vector space.
Search Relevance
Search Relevance describes techniques to improve the ranking of search results by considering factors beyond vector similarity scores.
Explore
Explore includes several APIs for exploring data in your collections.
Hybrid Queries
Hybrid Queries combines multiple queries or performs them in more than one stage.
Filtering
Filtering defines various database-style clauses, conditions, and more.
Inference
Inference is the process of generating vectors (embeddings) from text or an image.
Optimizer
Optimizer describes options to rebuild database structures for faster search. They include a vacuum, a merge, and an indexing optimizer.
Storage
Storage describes the configuration of storage in segments, which include indexes and an ID mapper.
Indexing
Indexing lists and describes available indexes. They include payload, vector, sparse vector, and a filterable index.
Snapshots
Snapshots describe the backup/restore process (and more) for each node at specific times.