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Managed Vector Store

A Managed Vector Store is a specialized data service designed to store, index, and retrieve high-dimensional vector embeddings, enabling similarity search and machine learning inference. These services are used in AI/ML pipelines for use cases such as semantic search, recommendation systems, and generative AI applications. Vector stores support operations like nearest neighbor search using approximate or exact methods and integrate with model-serving and ingestion pipelines. They are optimized for performance, scale, and integration with cloud-native tools.

Release Details

Version:
DEV
Assurance Level:
Release Manager:
DB
Development Build

Contributors

DT
Development Team

Change Log

  • Development build - no formal changelog available

Capabilities

IDTitleDescriptionThreat Mappings
CCC.Vector.F01Embedding StorageSupports storage of high-dimensional vector embeddings derived from raw input data such as text, images, or audio.
0
CCC.Vector.F02Vector IndexingProvides creation and management of indexes optimized for similarity search, such as HNSW, IVF, or PQ.
0
CCC.Vector.F03Similarity SearchEnables nearest-neighbor queries using a query embedding to return the most similar vectors from the store.
0
CCC.Vector.F04Metadata FilteringSupports structured filtering on metadata fields alongside vector similarity search queries.
0
CCC.Vector.F05Batch IngestionAllows for high-throughput batch upload and deletion of vectors and associated metadata.
0
CCC.Vector.F06Real-Time QueryingProvides low-latency response to vector similarity queries suitable for interactive applications.
0
CCC.Vector.F07Index Lifecycle ManagementEnables automated or manual creation, optimization, and removal of vector indexes.
0
CCC.Vector.F08Embedding Format CompatibilitySupports standard vector formats and integrates with common embedding generators (e.g., OpenAI, HuggingFace, TensorFlow).
0
CCC.Vector.F09Vector Dimension ManagementSupports storing and managing vectors of specific or dynamic dimensionality, depending on model needs.
0
CCC.Vector.F10Multi-modal Vector SupportSupports storing and searching across vectors derived from multiple modalities (e.g., text, image, audio).
0
CCC.Vector.F11Query Access ControlProvides the ability to restrict who can run vector similarity or metadata filter queries, separate from data modification rights.
0
CCC.Vector.F12Approximate or Exact Search ModesSupports both approximate nearest neighbor (ANN) algorithms for speed and exact search modes for precision-critical applications.
0