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* initial commit; fixed anchor links on internal docs pages * add back in absolute paths for links in code comments * fix: update linkchecker include filter to match server port 1314 PR #1629 changed the Hugo server to port 1314 but forgot to update the --include filter, which still matched port 1313. This caused all links to be excluded, making the checker a no-op (0 checked, 82277 excluded). Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Fix url rewrite regex so images are not impacted * Fix links from non-documentation pages * Fix broken links * more broken links * more broken links * broken link * Add srcset width descriptor to .lycheeignore * Ignore URLs that contain a % character * Anchor regex so it matches the entire URL --------- Co-authored-by: kanungle <neil.kanungo@gmail.com> Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com> Co-authored-by: Abdon Pijpelink <abdon.pijpelink@qdrant.com>
101 lines
3.4 KiB
Markdown
101 lines
3.4 KiB
Markdown
---
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title: Feature Overview
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description: Built as a dedicated similarity search engine, Qdrant provides unique features to provide unparalleled performance and efficiency in managing your vector data workloads.
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cards:
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- id: 0
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icon:
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src: /icons/outline/speedometer-blue.svg
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alt: Speedometer
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title: Advanced Compression
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content: Scalar, Product, and unique Binary Quantization features significantly reduce memory usage and improve search performance (40x) for high-dimensional vectors.
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link:
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text: Quantization
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url: /articles/binary-quantization/
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- id: 1
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icon:
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src: /icons/outline/cloud-managed-blue.svg
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alt: Cloud-Managed
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title: Distributed, Cloud-Native Design
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content: Managed cloud services on AWS, GCP, and Azure for scalable, maintenance-free vector search.
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contentLink:
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text: Advanced sharding
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url: /guides/distributed_deployment/
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contentSecondPart: available.
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link:
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text: Cloud Options
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url: /cloud/
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- id: 2
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icon:
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src: /icons/outline/rocket-blue.svg
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alt: Rocket
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title: Easy to Use API
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content: Offers OpenAPI v3 specification for generating client libraries in almost any programming language.
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link:
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text: Learn More
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url: /documentation/interfaces/#api-reference
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- id: 3
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icon:
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src: /icons/outline/enterprise-blue.svg
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alt: Enterprise
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title: Enterprise-grade Security
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content: Includes robust access management, backup options, and disaster recovery. Dedicated Enterprise Solutions available.
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link:
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text: Enterprise Solutions
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url: /enterprise-solutions/
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- id: 4
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icon:
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src: /icons/outline/integration-blue.svg
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alt: Integration
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title: Integrations
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content: Qdrant supports a wide range of integrations for all leading embeddings and frameworks.
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link:
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text: See Integrations
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url: /documentation/frameworks/
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- id: 5
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icon:
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src: /icons/outline/multitenancy-blue.svg
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alt: Multitenancy
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title: Multitenancy Support
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content: Ability to segment a single collection for organized and efficient retrieval, data isolation, and privacy. Vital for applications needing distinct vector dataset management.
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link:
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text: Multitenancy
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url: /documentation/manage-data/multitenancy/
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- id: 6
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icon:
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src: /icons/outline/disk-storage-blue.svg
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alt: Disk-Storage
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title: Memory Maps and IO Uring
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content: Effective on-disk storage options and low level hardware optimization.
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link:
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text: Learn More
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url: /articles/io_uring/
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- id: 7
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icon:
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src: /icons/outline/matching-blue.svg
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alt: Matching
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title: Fast and Precise Matching
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content: Unparalleled speed and accuracy, powered by a bespoke modification of the HNSW algorithm for Approximate Nearest Neighbor Search.
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link:
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text: Learn More
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url: /documentation/search/search/
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- id: 8
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icon:
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src: /icons/outline/filter-blue.svg
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alt: Filter
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title: Payloads & Advanced Filtering
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content: Vector payload supports a large variety of data types and query conditions, including string matching, numerical ranges, geo-locations, and more.
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link:
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text: Learn More
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url: /documentation/manage-data/payload/
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- id: 9
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icon:
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src: /icons/outline/vectors-blue.svg
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alt: Vectors
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title: Sparse Vector Support
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content: Efficient handling of sparse vectors for enhanced text retrieval and memory-efficient data representation for high-dimensional data sets.
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link:
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text: Learn More
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url: /articles/sparse-vectors/
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sitemapExclude: true
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---
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