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ease
features
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support

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Description

Link your applications to global resources, enabling access to reliable, precise, and high-quality contextual information. Gain superior search insights from an extensive array of web documents, encompassing news articles, images, videos, and additional content types. This approach delivers ranking capabilities comparable to models with 280M to 560M parameters while utilizing just 80M parameters, resulting in quicker inference times and reduced costs. The efficiency of this system paves the way for innovative applications across various sectors.

Description

txtai is a comprehensive open-source embeddings database that facilitates semantic search, orchestrates large language models, and streamlines language model workflows. It integrates sparse and dense vector indexes, graph networks, and relational databases, creating a solid infrastructure for vector search while serving as a valuable knowledge base for applications involving LLMs. Users can leverage txtai to design autonomous agents, execute retrieval-augmented generation strategies, and create multi-modal workflows. Among its standout features are support for vector search via SQL, integration with object storage, capabilities for topic modeling, graph analysis, and the ability to index multiple modalities. It enables the generation of embeddings from a diverse range of data types including text, documents, audio, images, and video. Furthermore, txtai provides pipelines driven by language models to manage various tasks like LLM prompting, question-answering, labeling, transcription, translation, and summarization, thereby enhancing the efficiency of these processes. This innovative platform not only simplifies complex workflows but also empowers developers to harness the full potential of AI technologies.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

AWS Lambda
Coze
Dify
Docker
FastAPI
Go
Google
Hugging Face
Java
JavaScript
Knative
Kubernetes
Python
Rust
SQL
Wordware
YAML

Integrations

AWS Lambda
Coze
Dify
Docker
FastAPI
Go
Google
Hugging Face
Java
JavaScript
Knative
Kubernetes
Python
Rust
SQL
Wordware
YAML

Pricing Details

No price information available.
Free Trial
Free Version

Pricing Details

Free
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

LangSearch

Website

langsearch.com

Vendor Details

Company Name

NeuML

Country

United States

Website

neuml.github.io/txtai/

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