Projects in Awesome Lists tagged with retrieval-augmented-generation

https://github.com/chatchat-space/langchain-chatchat

Langchain-Chatchat（原Langchain-ChatGLM）基于 Langchain 与 ChatGLM, Qwen 与 Llama 等语言模型的 RAG 与 Agent 应用 | Langchain-Chatchat (formerly langchain-ChatGLM), local knowledge based LLM (like ChatGLM, Qwen and Llama) RAG and Agent app with langchain

chatbot chatchat chatglm chatgpt embedding faiss fastchat gpt knowledge-base langchain langchain-chatglm llama llm milvus ollama qwen rag retrieval-augmented-generation streamlit xinference

Last synced: 16 Dec 2024

https://github.com/imClumsyPanda/langchain-ChatGLM

Langchain-Chatchat（原Langchain-ChatGLM）基于 Langchain 与 ChatGLM, Qwen 与 Llama 等语言模型的 RAG 与 Agent 应用 | Langchain-Chatchat (formerly langchain-ChatGLM), local knowledge based LLM (like ChatGLM, Qwen and Llama) RAG and Agent app with langchain

chatbot chatchat chatglm chatgpt embedding faiss fastchat gpt knowledge-base langchain langchain-chatglm llama llm milvus ollama qwen rag retrieval-augmented-generation streamlit xinference

Last synced: 06 Nov 2024

https://github.com/chatchat-space/Langchain-Chatchat

Langchain-Chatchat（原Langchain-ChatGLM）基于 Langchain 与 ChatGLM, Qwen 与 Llama 等语言模型的 RAG 与 Agent 应用 | Langchain-Chatchat (formerly langchain-ChatGLM), local knowledge based LLM (like ChatGLM, Qwen and Llama) RAG and Agent app with langchain

chatbot chatchat chatglm chatgpt embedding faiss fastchat gpt knowledge-base langchain langchain-chatglm llama llm milvus ollama qwen rag retrieval-augmented-generation streamlit xinference

Last synced: 28 Oct 2024

https://github.com/infiniflow/ragflow

RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding.

agent agents ai-search chatbot chatgpt data-pipelines deep-learning document-parser document-understanding genai graph graphrag llm nlp pdf-to-text preprocessing rag retrieval-augmented-generation table-structure-recognition text2sql

Last synced: 16 Dec 2024

https://github.com/deepset-ai/haystack

:mag: AI orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots.

ai bert chatgpt generative-ai gpt-3 information-retrieval language-model large-language-models llm machine-learning nlp python pytorch question-answering rag retrieval-augmented-generation semantic-search squad summarization transformers

Last synced: 17 Dec 2024

https://github.com/stanford-oval/storm

An LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations.

emnlp2024 knowledge-curation large-language-models naacl nlp report-generation retrieval-augmented-generation

Last synced: 16 Dec 2024

https://github.com/neuml/txtai

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

embeddings information-retrieval language-model large-language-models llm machine-learning neural-search nlp python rag retrieval-augmented-generation search search-engine semantic-search sentence-embeddings transformers txtai vector-database vector-search vector-search-engine

Last synced: 16 Dec 2024

https://github.com/FlagOpen/FlagEmbedding

Retrieval and Retrieval-augmented LLMs

embeddings information-retrieval llm retrieval-augmented-generation sentence-embeddings text-semantic-similarity

Last synced: 31 Oct 2024

https://github.com/flagopen/flagembedding

Retrieval and Retrieval-augmented LLMs

embeddings information-retrieval llm retrieval-augmented-generation sentence-embeddings text-semantic-similarity

Last synced: 16 Dec 2024

https://neuml.github.io/txtai/

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

embeddings information-retrieval language-model large-language-models llm machine-learning neural-search nlp python rag retrieval-augmented-generation search search-engine semantic-search sentence-embeddings transformers txtai vector-database vector-search vector-search-engine

Last synced: 24 Sep 2024

https://github.com/taskingai/taskingai

The open source platform for AI-native application development.

agent ai ai-native function-call generative-ai gpt langchain llm rag retrieval-augmented-generation vector

Last synced: 17 Dec 2024

https://github.com/TaskingAI/TaskingAI

The open source platform for AI-native application development.

agent ai ai-native function-call generative-ai gpt langchain llm rag retrieval-augmented-generation vector

Last synced: 31 Oct 2024

https://github.com/llmware-ai/llmware

Unified framework for building enterprise RAG pipelines with small, specialized models

agents generative-ai-tools llamacpp llm parsing retrieval-augmented-generation small-specialized-models vector-db

Last synced: 17 Dec 2024

https://github.com/pathwaycom/llm-app

Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.

chatbot hugging-face llm llm-local llm-prompting llm-security llmops machine-learning open-ai pathway rag real-time retrieval-augmented-generation vector-database vector-index

Last synced: 05 Dec 2024

https://github.com/sciphi-ai/r2r

The all-in-one solution for RAG. Build, scale, and deploy state of the art Retrieval-Augmented Generation applications

artificial-intelligence large-language-models python question-answering rag retrieval-augmented-generation retrieval-systems search

Last synced: 16 Dec 2024

https://llmware-ai.github.io/llmware/

Providing enterprise-grade LLM-based development framework, tools, and fine-tuned models.

ai bert embedding-vectors embeddings faiss generative-ai information-retrieval large-language-models machine-learning milvus nlp parsing python pytorch question-answering rag retrieval-augmented-generation semantic-search transformers

Last synced: 24 Sep 2024

https://github.com/marker-inc-korea/autorag

AutoRAG: An Open-Source Framework for Retrieval-Augmented Generation (RAG) Evaluation & Optimization with AutoML-Style Automation

analysis automl benchmarking document-parser embeddings evaluation llm llm-evaluation llm-ops open-source ops optimization pipeline python qa rag rag-evaluation retrieval-augmented-generation

Last synced: 17 Dec 2024

https://github.com/langroid/langroid

Harness LLMs with Multi-Agent Programming

agents ai chatgpt function-calling gpt gpt-4 gpt4 information-retrieval language-model llama llm llm-agent llm-framework local-llm multi-agent-systems openai-api rag retrieval-augmented-generation

Last synced: 17 Dec 2024

https://github.com/nvidia/generativeaiexamples

Generative AI reference workflows optimized for accelerated infrastructure and microservice architecture.

gpu-acceleration large-language-models llm llm-inference microservice nemo rag retrieval-augmented-generation tensorrt triton-inference-server

Last synced: 19 Dec 2024

https://github.com/NVIDIA/GenerativeAIExamples

Generative AI reference workflows optimized for accelerated infrastructure and microservice architecture.

gpu-acceleration large-language-models llm llm-inference microservice nemo rag retrieval-augmented-generation tensorrt triton-inference-server

Last synced: 31 Oct 2024

https://langroid.github.io/langroid/

Harness LLMs with Multi-Agent Programming

agents ai chatgpt function-calling gpt gpt-4 gpt4 information-retrieval language-model llama llm llm-agent llm-framework local-llm multi-agent-systems openai-api rag retrieval-augmented-generation

Last synced: 24 Sep 2024

https://github.com/vearch/vearch

Distributed vector search for AI-native applications

ai-native ai-native-database cloud-native document-retrieval embeddings hybrid-search rag retrieval-augmented-generation vector-database vector-search vectors

Last synced: 17 Dec 2024

https://github.com/learnprompt/learnprompt

永久免费开源的 AIGC 课程, 目前已支持Prompt Engineering, ChatGPT, Midjourney, Runway, Stable Diffusion, AI数字人，AI声音&音乐，开源大模型

agent aimusic aivoice chatgpt-app digital-human gpt-35-turbo gpt4 gpts llms-book midjourney-app prompt prompt-enginering prompt-learning retrieval-augmented-generation stable-diffusion

Last synced: 19 Dec 2024

https://github.com/LearnPrompt/LearnPrompt

永久免费开源的 AIGC 课程, 目前已支持Prompt Engineering, ChatGPT, Midjourney, Runway, Stable Diffusion, AI数字人，AI声音&音乐，开源大模型

agent aimusic aivoice chatgpt-app digital-human gpt-35-turbo gpt4 gpts llms-book midjourney-app prompt prompt-enginering prompt-learning retrieval-augmented-generation stable-diffusion

Last synced: 28 Oct 2024

https://github.com/chonkie-ai/chonkie

🦛 CHONK your texts with Chonkie ✨ - The no-nonsense RAG chunking library

ai chunking rag retrieval-augmented-generation text-processing

Last synced: 19 Dec 2024

https://github.com/bhavnicksm/chonkie

🦛 CHONK your texts with Chonkie ✨ - The no-nonsense RAG chunking library

ai chunking rag retrieval-augmented-generation text-processing

Last synced: 05 Dec 2024

https://github.com/swirlai/swirl-search

SWIRL AI Connect: AI infrastructure software that powers your Search & Retrieval Augmented Generation (RAG) applications. Simplify and enhance your AI pipelines with seamless integration of large language models (LLMs) and data sources.

ai-search bigquery django federated-query federated-search gpt large-language-models metasearch python rag relevancy retrieval-augmented-generation search search-engine unified-search

Last synced: 19 Dec 2024

https://github.com/devflowinc/trieve

All-in-one infrastructure for search, recommendations, RAG, and analytics offered via API

actix actix-web ai artificial-intelligence diesel embedding hacktoberfest llm postgresql qdrant qdrant-vector-database rag retrieval-augmented-generation rust search search-engine solidjs tailwindcss vector-search

Last synced: 18 Dec 2024

https://github.com/illuin-tech/colpali

The code used to train and run inference with the ColPali architecture.

colpali information-retrieval retrieval-augmented-generation vision-language-model

Last synced: 19 Dec 2024

https://github.com/RUC-NLPIR/FlashRAG

⚡FlashRAG: A Python Toolkit for Efficient RAG Research

benchmark datasets large-language-models retrieval-augmented-generation

Last synced: 11 Sep 2024

https://github.com/SciPhi-AI/R2R

The framework for fast development and deployment of RAG backends.

artificial-intelligence chatbot data-pipelines deep-learning langchain large-language-models llama-index llm machine-learning ocr pdf question-answering retrieval retrieval-augmented-generation retrieval-systems search

Last synced: 28 Oct 2024

https://github.com/safevideo/autollm

Ship RAG based LLM web apps in seconds.

anthropic bedrock cohere fastapi gradio langchain large-language-models llama-index llama2 llm openai palm pypi python retrieval-augmented-generation vector-database vertex-ai

Last synced: 27 Sep 2024

https://github.com/qdrant/fastembed

Fast, Accurate, Lightweight Python library to make State of the Art Embedding

embeddings openai rag retrieval retrieval-augmented-generation vector-search

Last synced: 30 Oct 2024

https://github.com/pchunduri6/rag-demystified

An LLM-powered advanced RAG pipeline built from scratch

ai chatgpt gpt llm question-answering rag retrieval-augmented-generation vector-database

Last synced: 29 Oct 2024

https://github.com/satellitecomponent/Neurite

Fractal Graph Desktop for Ai-Agents, Web-Browsing, Note-Taking, and Code.

ai ai-agents ai-agents-framework ai-graphs auto-ai diagramming flowchart fractals graph graph-rag knowledge-graph mandelbrot mindmap note-taking rag retrieval-augmented-generation second-brain secondbrain web-browsing web-desktop

Last synced: 05 Nov 2024

https://github.com/baranzinilab/kg_rag

Empower Large Language Models (LLM) using Knowledge Graph based Retrieval-Augmented Generation (KG-RAG) for knowledge intensive tasks

bert-models bioinformatics bioinformatics-algorithms biomedical-applications biomedical-informatics context-aware gpt gpt35turbo gpt4 knowledge-base knowledge-graph large-language-models llama llama2 llm prompt-engineering prompt-tuning rag retrieval-augmented-generation sentence-transformers

Last synced: 20 Dec 2024

https://github.com/prithivirajdamodaran/flashrank

Lite & Super-fast re-ranking for your search & retrieval pipelines. Supports SoTA Listwise and Pairwise reranking based on LLMs and cross-encoders and more. Created by Prithivi Da, open for PRs & Collaborations.

cross-encoder full-text-search hybrid-search lexical-search rag ranking reranking retrieval-augmented-generation semantic-search vector-database vector-search

Last synced: 19 Dec 2024

https://github.com/BaranziniLab/KG_RAG

Empower Large Language Models (LLM) using Knowledge Graph based Retrieval-Augmented Generation (KG-RAG) for knowledge intensive tasks

bert-models bioinformatics bioinformatics-algorithms biomedical-applications biomedical-informatics context-aware gpt gpt35turbo gpt4 knowledge-base knowledge-graph large-language-models llama llama2 llm prompt-engineering prompt-tuning rag retrieval-augmented-generation sentence-transformers

Last synced: 29 Oct 2024

https://github.com/PrithivirajDamodaran/FlashRank

Lite & Super-fast re-ranking for your search & retrieval pipelines. Supports SoTA Listwise and Pairwise reranking based on LLMs and cross-encoders and more. Created by Prithivi Da, open for PRs & Collaborations.

cross-encoder full-text-search hybrid-search lexical-search rag ranking reranking retrieval-augmented-generation semantic-search vector-database vector-search

Last synced: 15 Nov 2024

https://github.com/weaviate/recipes

This repository shares end-to-end notebooks on how to use various Weaviate features and integrations!

function-calling generative-ai llm-frameworks python retrieval-augmented-generation vector-database vector-search

Last synced: 21 Dec 2024

https://github.com/louisfb01/start-llms

A complete guide to start and improve your LLM skills in 2024 with little background in the field and stay up-to-date with the latest news and state-of-the-art techniques!

ai fine-tuning gpt gpt-4 language-model large-language-models llama llm llms rag retrieval-augmented-generation

Last synced: 20 Dec 2024

https://github.com/HKUDS/LightRAG

"LightRAG: Simple and Fast Retrieval-Augmented Generation"

knowledge-graph large-language-models retrieval-augmented-generation

Last synced: 16 Oct 2024

https://github.com/jonfairbanks/local-rag

Ingest files for retrieval augmented generation (RAG) with open-source Large Language Models (LLMs), all without 3rd parties or sensitive data leaving your network.

large-language-models llm ollama rag retrieval-augmented-generation

Last synced: 21 Dec 2024

https://github.com/superlinear-ai/raglite

🥤 RAGLite is a Python toolkit for Retrieval-Augmented Generation (RAG) with PostgreSQL or SQLite

chainlit colbert evals hybrid-search late-chunking late-interaction llm markdown pdf pgvector postgres postgresql query-adapter rag reranker reranking retrieval-augmented-generation sqlite tsvector vector-search

Last synced: 17 Dec 2024

https://github.com/redis-developer/arxivchatguru

Use ArXiv ChatGuru to talk to research papers. This app uses LangChain, OpenAI, Streamlit, and Redis as a vector database/semantic cache.

ai arxiv langchain machine-learning openai python question-answering rag redis retrieval retrieval-augmented-generation streamlit vector-database vector-search

Last synced: 21 Dec 2024

https://github.com/snexus/llm-search

Querying local documents, powered by LLM

chatbot chroma hyde langchain-python large-language-models llm openai-chatgpt rag reranking retrieval-augmented-generation splade streamlit

Last synced: 20 Dec 2024

https://github.com/redis-developer/ArxivChatGuru

Use ArXiv ChatGuru to talk to research papers. This app uses LangChain, OpenAI, Streamlit, and Redis as a vector database/semantic cache.

ai arxiv langchain machine-learning openai python question-answering rag redis retrieval retrieval-augmented-generation streamlit vector-database vector-search

Last synced: 25 Nov 2024

https://github.com/redis-developer/ArXivChatGuru

Use ArXiv ChatGuru to talk to research papers. This app uses LangChain, OpenAI, Streamlit, and Redis as a vector database/semantic cache.

ai arxiv langchain machine-learning openai python question-answering rag redis retrieval retrieval-augmented-generation streamlit vector-database vector-search

Last synced: 07 Nov 2024

https://github.com/evilpsycho/play-with-llms

Tutorial on training, evaluating LLM, as well as utilizing RAG, Agent, Chain to build entertaining applications with LLMs.分享如何训练、评估LLMs，如何基于RAG、Agent、Chain构建有趣的LLMs应用。

agent baichuan2 chatgpt gpt large-language-models llama2 llms mistral rag retrieval-augmented-generation

Last synced: 21 Dec 2024

https://github.com/YangLing0818/buffer-of-thought-llm

[NeurIPS 2024 Spotlight] Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models

chain-of-thought-reasoning large-language-models llm-reasoning retrieval-augmented-generation

Last synced: 14 Nov 2024

https://github.com/eugeneyan/obsidian-copilot

🤖 A prototype assistant for writing and thinking

assistant generative-ai large-language-models llm obsidian-plugin retrieval-augmented-generation

Last synced: 21 Dec 2024

https://github.com/Azure-Samples/serverless-chat-langchainjs

Build your own serverless AI Chat with Retrieval-Augmented-Generation using LangChain.js, TypeScript and Azure

azure azure-functions chatbot generative-ai javascript langchain-js mongodb rag retrieval-augmented-generation serverless typescript

Last synced: 09 Nov 2024

https://github.com/seanlee97/angle

Train and Infer Powerful Sentence Embeddings with AnglE | 🔥 SOTA on STS and MTEB Leaderboard

dense-retrieval embeddings information-retrieval llama llama2 llm mteb rag retrieval-augmented-generation semantic-similarity semantic-textual-similarity sentence-embedding sentence-embeddings sentence-vector sts stsbenchmark text-embedding text-similarity text-vector text2vec

Last synced: 20 Dec 2024

https://github.com/charent/phi2-mini-chinese

Phi2-Chinese-0.2B 从0开始训练自己的Phi2中文小模型，支持接入langchain加载本地知识库做检索增强生成RAG。Training your own Phi2 small chat model from scratch.

language-model phi-2 retrieval-augmented-generation text-generation

Last synced: 16 Dec 2024

https://github.com/sciphi-ai/agent-search

AgentSearch is a framework for powering search agents and enabling customizable local search.

artificial-intelligence information-retrieval llms rag retrieval-augmented-generation search search-engine

Last synced: 15 Dec 2024

https://github.com/charent/Phi2-mini-Chinese

Phi2-Chinese-0.2B 从0开始训练自己的Phi2中文小模型，支持接入langchain加载本地知识库做检索增强生成RAG。Training your own Phi2 small chat model from scratch.

language-model phi-2 retrieval-augmented-generation text-generation

Last synced: 09 Nov 2024

https://github.com/SciPhi-AI/agent-search

AgentSearch is a framework for powering search agents and enabling customizable local search.

artificial-intelligence information-retrieval llms rag retrieval-augmented-generation search search-engine

Last synced: 30 Oct 2024

https://github.com/philschmid/clipper.js

HTML to Markdown converter and crawler.

crawl html-to-markdown markdown nlp retrieval-augmented-generation search

Last synced: 21 Dec 2024

https://github.com/anush008/fastembed-rs

Rust library for generating vector embeddings, reranking locally

embeddings fastembed rag reranker reranking retrieval retrieval-augmented-generation vector-search

Last synced: 20 Dec 2024

https://github.com/truefoundry/cognita

Cognita by TrueFoundry - Framework for building modular, open source RAG applications for production.

ai deep-learning generative-ai llmops machine-learning mlops model-deployment python rag retrieval-augmented-generation typescript

Last synced: 15 Dec 2024

https://github.com/philippgille/chromem-go

Embeddable vector database for Go with Chroma-like interface and zero third-party dependencies. In-memory with optional persistence.

chroma chromadb cosine-similarity embedded embeddings go golang in-memory llm llms nearest-neighbor rag retrieval-augmented-generation vector-database vector-search

Last synced: 17 Dec 2024

https://github.com/relari-ai/continuous-eval

Open-Source Evaluation for GenAI Application Pipelines

evaluation-framework evaluation-metrics information-retrieval llm-evaluation llmops rag retrieval-augmented-generation

Last synced: 05 Nov 2024

https://github.com/felladrin/minisearch

Minimalist web-searching platform with an AI assistant that runs directly from your browser. Uses WebLLM, Wllama and SearXNG. Demo: https://felladrin-minisearch.hf.space

ai ai-search-engine artificial-intelligence generative-ai gpu-accelerated information-retrieval llm llm-inference metasearch metasearch-engine perplexity perplexity-ai question-answering rag retrieval-augmented-generation searxng web-llm web-search webapp wllama

Last synced: 17 Dec 2024

https://github.com/awslabs/generative-ai-cdk-constructs

AWS Generative AI CDK Constructs are sample implementations of AWS CDK for common generative AI patterns.

agent amazon-bedrock appsync aws aws-cdk content-generation generative-ai huggingface knowledge-base langchain llm opensearch question-answering-system retrieval-augmented-generation sagemaker step-functions summarization

Last synced: 17 Dec 2024

https://github.com/shreyaskarnik/distillama

Chrome Extension to Summarize or Chat with Web Pages/Local Documents Using locally running LLMs. Keep all of your data and conversations private. 🔐

chrome-extension langchain llama2 llms local-llm mistral-7b ollama privacy-preserving-computing private readability retrieval-augmented-generation summarization zephyr

Last synced: 16 Dec 2024

https://github.com/bbc-esq/vectordb-plugin-for-lm-studio

Plugin that lets you ask questions about your documents including audio and video files.

bark database-management embedding-models embedding-vectors embeddings gtts koboldai koboldcpp python rag retrieval-augmented-generation retrieval-chatbot tiledb vector-data-management vector-database vector-search vision whisper whispers2t whisperspeech

Last synced: 15 Dec 2024

https://github.com/Anush008/fastembed-rs

Library for generating vector embeddings, reranking in Rust

embeddings fastembed rag retrieval retrieval-augmented-generation vector-search

Last synced: 12 Nov 2024

https://github.com/shreyaskarnik/DistiLlama

Chrome Extension to Summarize or Chat with Web Pages/Local Documents Using locally running LLMs. Keep all of your data and conversations private. 🔐

chrome-extension langchain llama2 llms local-llm mistral-7b ollama privacy-preserving-computing private readability retrieval-augmented-generation summarization zephyr

Last synced: 06 Nov 2024

https://github.com/azure-samples/aisearch-openai-rag-audio

A simple example implementation of the VoiceRAG pattern to power interactive voice generative AI experiences using RAG with Azure AI Search and Azure OpenAI's gpt-4o-realtime-preview model.

ai-azd-templates azd-templates azure azure-ai-search generative-ai gpt language-model openai rag retrieval-augmented-generation search vector-database

Last synced: 15 Dec 2024

https://github.com/pnkvalavala/repochat

Chatbot assistant enabling GitHub repository interaction using LLMs with Retrieval Augmented Generation

chat-application code-llama deeplake github huggingface langchain openai retrieval-augmented-generation streamlit

Last synced: 16 Dec 2024

https://github.com/neuml/txtchat

💭 Retrieval augmented generation (RAG) and language model powered search applications

large-language-models llm machine-learning nlp python rag retrieval-augmented-generation search txtai

Last synced: 28 Oct 2024

https://github.com/parthsarthi03/raptor

The official implementation of RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval

agents clustering framework language-model llm machine-learning rag retrieval retrieval-augmented-generation vector-database

Last synced: 20 Oct 2024

https://github.com/jetxu-llm/llama-github

Llama-github is an open-source Python library that empowers LLM Chatbots, AI Agents, and Auto-dev Solutions to conduct Agentic RAG from actively selected GitHub public projects. It Augments through LLMs and Generates context for any coding question, in order to streamline the development of sophisticated AI-driven applications.

ai-agent ai-code-generator chatbot code-generation github github-api github-search jinaai langchain llm python-library retrieval-augmented-generation

Last synced: 21 Dec 2024

https://github.com/arcee-ai/dalm

Domain Adapted Language Modeling Toolkit - E2E RAG

language-model llm retrieval retrieval-augmented-generation

Last synced: 15 Dec 2024

https://github.com/arcee-ai/DALM

Domain Adapted Language Modeling Toolkit - E2E RAG

language-model llm retrieval retrieval-augmented-generation

Last synced: 29 Nov 2024

https://github.com/freshllms/freshqa

Data and code for FreshLLMs (https://arxiv.org/abs/2310.03214)

few-shot-prompting in-context-learning large-language-models retrieval-augmented-generation

Last synced: 16 Nov 2024

https://github.com/zilliztech/akcio

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.

artificial-intelligence chatbot chatgpt dolly embeddings ernie-bot fastapi gradio langchain llm milvus minimax nlp openai retrieval-augmented-generation retrieval-chatbot semantic-search towhee

Last synced: 29 Nov 2024

https://github.com/TonicAI/tonic_validate

Metrics to evaluate the quality of responses of your Retrieval Augmented Generation (RAG) applications.

evaluation-framework evaluation-metrics large-language-models llm llmops llms rag retrieval-augmented-generation

Last synced: 05 Nov 2024

https://github.com/JetXu-LLM/llama-github

Llama-github is an open-source Python library that empowers LLM Chatbots, AI Agents, and Auto-dev Solutions to conduct Retrieval from actively selected GitHub public projects. It Augments through LLMs and Generates context for any coding question, in order to streamline the development of sophisticated AI-driven applications.

ai-agent ai-code-generator chatbot code-generation github github-api github-search jinaai langchain llm python-library retrieval-augmented-generation

Last synced: 17 Nov 2024

https://github.com/redis/redis-vl-python

Redis Vector Library (RedisVL) interfaces with Redis' vector database for realtime semantic search, RAG, and recommendation systems.

embedding large-language-models llm llmcache openai python redis retrieval-augmented-generation semantic-cache vector-database vector-search

Last synced: 20 Dec 2024

https://github.com/IAAR-Shanghai/CRUD_RAG

CRUD-RAG: A Comprehensive Chinese Benchmark for Retrieval-Augmented Generation of Large Language Models

benchmark large-language-models retrieval-augmented-generation

Last synced: 08 Nov 2024

https://github.com/biocypher/biocypher

A unifying framework for biomedical research knowledge graphs

ai-ready biochatter bioinformatics biomedical framework knowledge-graph neo4j ontology postgresql rdf rdfs retrieval-augmented-generation sql

Last synced: 21 Dec 2024

https://github.com/fzliu/radient

Radient turns many data types (not just text) into vectors for similarity search, clustering, regression analysis, and more.

audio embeddings etl fraud-detection graphs image-search images milvus molecular-search molecules recommender-system retrieval-augmented-generation semantic-search similarity-search text unstructured-data-etl vector-database vectors

Last synced: 16 Dec 2024

https://github.com/neuml/rag

🚀 Retrieval Augmented Generation (RAG) with txtai. Combine search and LLMs to find insights with your own data.

large-language-models llm machine-learning nlp python rag retrieval-augmented-generation search txtai

Last synced: 20 Oct 2024

https://github.com/OriginTrail/ot-node

OriginTrail Decentralized Knowledge Graph network node

blockchain decentralized-knowledge-graph dkg drag graphrag knowledge-graph neuro-symbolic-ai node origintrail origintrail-node protocol rag retrieval-augmented-generation trac

Last synced: 01 Nov 2024

https://github.com/KarelDO/xmc.dspy

In-Context Learning for eXtreme Multi-Label Classification (XMC) using only a handful of examples.

information-extraction prompt-engineering retrieval retrieval-augmented-generation

Last synced: 09 Nov 2024

https://github.com/zorazrw/filco

[Preprint] Learning to Filter Context for Retrieval-Augmented Generaton

dialog-generation fact-verification flan-t5 llama2 question-answering retrieval-augmented-generation

Last synced: 26 Sep 2024

https://github.com/aws-solutions/generative-ai-application-builder-on-aws

Generative AI Application Builder on AWS facilitates the development, rapid experimentation, and deployment of generative artificial intelligence (AI) applications without requiring deep experience in AI. The solution includes integrations with Amazon Bedrock and its included LLMs, such as Amazon Titan, and pre-built connectors for 3rd-party LLMs.

bedrock chatbot generative-ai llms retrieval-augmented-generation

Last synced: 20 Dec 2024

https://github.com/renumics/renumics-rag

Visualization for a Retrieval-Augmented Generation (RAG) Assistant 🤖❤️📚

huggingface langchain large-language-models llm machine-learning openai rag retrieval-augmented retrieval-augmented-generation streamlit umap visualization

Last synced: 20 Dec 2024

https://github.com/Renumics/renumics-rag

Visualization for a Retrieval-Augmented Generation (RAG) Assistant 🤖❤️📚

huggingface langchain large-language-models llm machine-learning openai rag retrieval-augmented retrieval-augmented-generation streamlit umap visualization

Last synced: 04 Dec 2024

https://github.com/amscotti/local-LLM-with-RAG

Running local Language Language Models (LLM) to perform Retrieval-Augmented Generation (RAG)

chatbot embeddings langchain llm mistral ollama python rag retrieval-augmented-generation streamlit

Last synced: 06 Nov 2024

https://github.com/amscotti/local-llm-with-rag

Running local Language Language Models (LLM) to perform Retrieval-Augmented Generation (RAG)

chatbot embeddings langchain llm mistral ollama python rag retrieval-augmented-generation streamlit

Last synced: 10 Oct 2024

https://github.com/bennyschmidt/ragdoll-studio

The creative suite for character-driven AI experiences.

ai ai-agents ai-bots ai-characters ai-customer-service ai-experts ai-game-development ai-npc ai-support ai-writing ai-writing-assistant chat-bots customer-support llm llm-agents llm-apps rag-playground retrieval-augmented-generation scoped-knowledge shopping-assistant

Last synced: 06 Dec 2024

https://github.com/mongodb/chatbot

MongoDB Chatbot Framework. Powered by MongoDB and Atlas Vector Search.

azure-openai chatbot chatgpt mongodb mongodb-atlas openai rag retrieval-augmented-generation retrieval-augmented-qa vector-search

Last synced: 21 Dec 2024

https://github.com/salvatorera/ml-news-of-the-week

A collection of the the best ML and AI news every week (research, news, resources)

agents ai artificial-intelligence computer-vision llms machine-learning nlp python rag retrieval-augmented-generation transformer

Last synced: 16 Dec 2024

https://github.com/fate-ubw/raglab

RAGLAB: A Modular and Research-Oriented Unified Framework for Retrieval-Augmented Generation

rag retrieval-augmented-generation

Last synced: 01 Sep 2024

https://github.com/mirabdullahyaser/retrieval-augmented-generation-engine-with-langchain-and-streamlit

Powerful web application that combines Streamlit, LangChain, and Pinecone to simplify document analysis. Powered by OpenAI's GPT-3, RAG enables dynamic, interactive document conversations, making it ideal for efficient document retrieval and summarization.

artificial-intelligence chat-application document-analysis generative-ai gpt-3 langchain large-language-models natural-language-processing openai-chatgpt question-answering retrieval-augmented-generation streamlit