Weaviate is an open-source vector database. It allows you to store data objects and vector embeddings from your favorite ML-models, and scale seamlessly into billions of data objects.
Weaviate offers Semantic Search, Question-Answer Extraction, Classification, Customizable Models (PyTorch/TensorFlow/Keras), etc. Built from scratch in Go, Weaviate stores both objects and vectors, allowing for combining vector search with structured filtering and the fault tolerance of a cloud-native database. It is all accessible through GraphQL, REST, and various client-side programming languages.
Weaviate provides out-of-the-box modules for NLP / semantic search, automatic classification, and image similarity search. It has a modular setup that allows you to use your ML models inside Weaviate. You can also use out-of-the-box ML models (e.g., SBERT, ResNet, fasttext, etc.). It typically performs nearest neighbor (NN) searches of millions of objects in considerably less than 100ms.&nbsp;
Weaviate allows for efficient, combined vector and scalar searches. For example, "articles related to the COVID-19 pandemic published within the past 7 days." Weaviate stores both objects and vectors and ensures the retrieval of both is always efficient. There is no need for a third-party object storage. Within Weaviate, all individual data objects are based on a class property structure where a vector represents each data object. You can connect data objects (like in a traditional graph) and search for data objects in the vector space.

Weaviate is an open-source vector database. It allows you to store data objects and vector embeddings from your favorite ML-models, and scale seamlessly into billions of data objects.

Weaviate - Vector database that is robust, scalable, cloud-native, and fast



Milvus is an open-source vector database built to power embedding similarity search and AI applications. Milvus makes unstructured data search more accessible, and provides a consistent user experience regardless of the deployment environment. Milvus 2.0 is a cloud-native vector database with storage and computation separated by design. All components in this refactored version of Milvus are stateless to enhance elasticity and flexibility.
As the Internet grew and evolved, unstructured data became more and more common, including emails, papers, IoT sensor data, Facebook photos, protein structures, and much more. In order for computers to understand and process unstructured data, these are converted into vectors using embedding techniques. Milvus stores and indexes these vectors. Milvus is able to analyze the correlation between two vectors by calculating their similarity distance. If the two embedding vectors are very similar, it means that the original data sources are similar as well. &nbsp; Millvus is capable of indexing vectors on a trillion scale. Unlike existing relational databases which mainly deal with structured data following a pre-defined pattern, Milvus is designed from the bottom-up to handle embedding vectors converted from unstructured data.
&nbsp;

Milvus is an open-source vector database built to power embedding similarity search and AI applications. Milvus makes unstructured data search more accessible, and provides a consistent user experience regardless of the deployment environment. Milvus 2.0 is a cloud-native vector database with storage and computation separated by design. All components in this refactored version of Milvus are stateless to enhance elasticity and flexibility.



Milvus - An open-source vector database for embedding similarity search and AI applications

Discover open source projects across all platforms

Projects

Weaviate - Vector database that is robust, scalable, cloud-native, and fast

Milvus - An open-source vector database for embedding similarity search and AI applications

TechStack

Tagcloud

License

Suggested keywords:

Projects

Weaviate - Vector database that is robust, scalable, cloud-native, and fast

Milvus - An open-source vector database for embedding similarity search and AI applications

TechStack

Tagcloud

License