Semantic-search Libraries

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Semantic-search Libraries

:mag: Haystack is an open source NLP framework to interact with your data using Transformer models and LLMs (GPT-4, ChatGPT and alike). Haystack offers production-ready tools to quickly build complex question answering, semantic search, text generation applications, and more.

This command installs everything needed for basic Pipelines that use an in-memory DocumentStore. If you want to install only the dependencies needed for model inference on your local hardware (not re…

💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows

txtai is an all-in-one embeddings database for semantic search, LLM orchestration and language model workflows. Embeddings databases are a union of vector indexes (sparse and dense), graph networks a…

Represent, send, store and search multimodal data

To install DocArray from the CLI, run the following command: New to DocArray? Depending on your use case and background, there are multiple ways to learn about DocArray: This is particularly benefici…

Fast Open-Source Search & Clustering engine × for Vectors & 🔜 Strings × in C++, C, Python, JavaScript, Rust, Java, Objective-C, Swift, C#, GoLang, and Wolfram 🔍

FAISS is a widely recognized standard for high-performance vector search engines. USearch and FAISS both employ the same HNSW algorithm, but they differ significantly in their design principles. USea…

A FastAPI service for semantic text search using precomputed embeddings and advanced similarity measures, with built-in support for various file types through textract.

The Swiss Army Llama is designed to facilitate and optimize the process of working with local LLMs by using FastAPI to expose convenient REST endpoints for various tasks, including obtaining text emb…

Transform audio-visual content into navigable knowledge.

FrogBase currently provides functionality to: This section is for software developers who want to use FrogBase as a python package. Import FrogBase and use it as follows - This section is for non-tec…

NucliaDB, The vector database optimized for documents and video search

NucliaDB is a robust database that allows storing and searching on unstructured data. It is an out of the box hybrid search database, utilizing vector, full text and graph indexes. NucliaDB is writte…

Akcio is a demonstration project for Retrieval Augmented Generation (RAG). It leverages the power of LLM to generate responses and uses vector databases to fetch relevant documents to enhance the quality and relevance of the output.

Index ChatGPT has constraints due to its limited knowledge base, sometimes resulting in hallucinating answers when asked about unfamiliar topics. We are introducing the new AI stack, ChatGPT+Vector d…

One line to host them all. Bootstrap your image search case in minutes.

NOW gives the world access to neural image search in just one command execution.Main features In case you need sudo for running Docker, install and use jina-now using sudo as well. You can use the fo…

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