What is Embeddinghub?
It is a database built for machine learning embeddings. It is built with four goals in mind. Store embeddings durably and with high availability, allow for approximate nearest neighbor operations, enable other operations like partitioning, sub-indices, and averaging, and Manage versioning, access control, and rollbacks painlessly.
Embeddinghub is a tool in the Databases category of a tech stack.
Embeddinghub is an open source tool with GitHub stars and GitHub forks. Here’s a link to Embeddinghub's open source repository on GitHub
Who uses Embeddinghub?
Embeddinghub's Features
- Run approximate nearest neighbor lookups, average multiple embeddings, partition tables (spaces), cache locally while training, and more
- Store and index billions vectors embeddings from our storage layer
- Create, manage, and rollback different versions of your embeddings
- Encode different business logic and user management directly into Embeddinghub
- Keep track of how embeddings are being used, latency, throughput, and feature drift over time
Embeddinghub Alternatives & Comparisons
What are some alternatives to Embeddinghub?
MySQL
The MySQL software delivers a very fast, multi-threaded, multi-user, and robust SQL (Structured Query Language) database server. MySQL Server is intended for mission-critical, heavy-load production systems as well as for embedding into mass-deployed software.
PostgreSQL
PostgreSQL is an advanced object-relational database management system
that supports an extended subset of the SQL standard, including
transactions, foreign keys, subqueries, triggers, user-defined types
and functions.
MongoDB
MongoDB stores data in JSON-like documents that can vary in structure, offering a dynamic, flexible schema. MongoDB was also designed for high availability and scalability, with built-in replication and auto-sharding.
Redis
Redis is an open source (BSD licensed), in-memory data structure store, used as a database, cache, and message broker. Redis provides data structures such as strings, hashes, lists, sets, sorted sets with range queries, bitmaps, hyperloglogs, geospatial indexes, and streams.
Amazon S3
Amazon Simple Storage Service provides a fully redundant data storage infrastructure for storing and retrieving any amount of data, at any time, from anywhere on the web
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