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Description

Faiss is a powerful library designed for the efficient search and clustering of dense vector data. It provides algorithms capable of searching through vector sets of varying sizes, even those that may exceed RAM capacity. Additionally, it includes tools for evaluation and fine-tuning parameters to optimize performance. Written in C++, Faiss offers comprehensive wrappers for Python, making it accessible for a broader range of users. Notably, many of its most effective algorithms are optimized for GPU execution, enhancing computational speed. This library is a product of Facebook AI Research, reflecting their commitment to advancing artificial intelligence technologies. Its versatility makes Faiss a valuable resource for researchers and developers alike.

Description

Qdrant serves as a sophisticated vector similarity engine and database, functioning as an API service that enables the search for the closest high-dimensional vectors. By utilizing Qdrant, users can transform embeddings or neural network encoders into comprehensive applications designed for matching, searching, recommending, and far more. It also offers an OpenAPI v3 specification, which facilitates the generation of client libraries in virtually any programming language, along with pre-built clients for Python and other languages that come with enhanced features. One of its standout features is a distinct custom adaptation of the HNSW algorithm used for Approximate Nearest Neighbor Search, which allows for lightning-fast searches while enabling the application of search filters without diminishing the quality of the results. Furthermore, Qdrant supports additional payload data tied to vectors, enabling not only the storage of this payload but also the ability to filter search outcomes based on the values contained within that payload. This capability enhances the overall versatility of search operations, making it an invaluable tool for developers and data scientists alike.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

LLMWare.ai
Activepieces
Airtool
Broxi AI
ChatGPT Plus
ChatGPT Pro
Cognee
Elestio
IBM watsonx.data
Kong AI Gateway
Langflow
Langtrace
Leo
Mazaal AI
NLWeb
OmniMind
OpenLIT
Prem AI
Unremot
voyage-code-3

Integrations

LLMWare.ai
Activepieces
Airtool
Broxi AI
ChatGPT Plus
ChatGPT Pro
Cognee
Elestio
IBM watsonx.data
Kong AI Gateway
Langflow
Langtrace
Leo
Mazaal AI
NLWeb
OmniMind
OpenLIT
Prem AI
Unremot
voyage-code-3

Pricing Details

Free
Free Trial
Free Version

Pricing Details

No price information available.
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

Meta

Founded

2004

Country

United States

Website

faiss.ai/

Vendor Details

Company Name

Qdrant

Founded

2021

Country

Germany

Website

qdrant.tech/

Product Features

Alternatives

Alternatives

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