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Signed-off-by: Anush008 <mail@anush.sh>
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Feb 18, 2026
qdrant-landing/content/documentation/concepts/hybrid-queries.md
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| By default, each query is assigned an equal weight. In reality, some queries are stronger, more discriminative, or more domain-specific than others. For example, a semantic search model understands meaning better than a simple keyword matcher. Assigning equal weight to both can cause the weaker model to negatively influence results, leading to a suboptimal search experience. To address this, you can assign greater weight to rankers that perform well. | ||
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| The `rrf` query allows you to configure relative weights for each of the prefetches. For example, if you have two prefetches and assign a weight of 3.0 to the first and 1.0 to the second, a document ranked third in the first query will score the same as a document ranked first in the second query. |
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I would try to mention the property of being able to have proportions of sets when the sets of results are non-overlapping. By default, this proportion would be 1:1.
For example, if you have two completely different sets of results, and you set weights: [3, 1], it will create the effect of having 3 from the first set, then 1 of the second, and so on.
Co-authored-by: Luis Cossío <luis.cossio@qdrant.com>
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* 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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Adds docs for weighted RRF, added in qdrant/qdrant#8063
TODO add code snippets: