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Integrations Overview

This page provides a list of tutorials for you to interact with Milvus and third-party tools.

TutorialUse CasePartners or Stacks
RAG with Milvus and LlamaIndexRAGMilvus, LLamaIndex
RAG with Milvus and LangChainRAGMilvus, LangChain
Milvus Hybrid Search Retriever in LangChainHybrid SearchMilvus, LangChain
Semantic Search with Milvus and OpenAISemantic SearchMilvus, OpenAI
Question Answering Using Milvus and CohereSemantic SearchMilvus, Cohere
Question Answering using Milvus and HuggingFaceQuestion AnsweringMilvus, HuggingFace
Image Search using Milvus and PytorchSemantic SearchMilvus, Pytorch
Movie Search using Milvus and SentenceTransfromersSemantic SearchMilvus, SentenceTransformers
Use Milvus as a Vector Store in LangChainSemantic SearchMilvus, LangChain
RAG with Milvus and HaystackRAGMilvus, Haystack
Conduct Vision Searches with Milvus and FiftyOneSemantic SearchMilvus, FiftyOne
Semantic Search with Milvus and VoyageAISemantic SearchMilvus, VoyageAI
RAG with Milvus and BentoMLRAGMilvus, BentoML
RAG with Milvus and DSPyRAGMilvus, DSPy
Semantic Search with Milvus and JinaSemantic SearchMilvus, Jina
Milvus on Snowpark Container ServicesData ConnectionMilvus, Snowpark
Rule-based Retrieval with Milvus and WhyHowQuestion AnsweringMilvus, WhyHow
Milvus in LangfuseObservabilityMilvus, Langfuse
RAG Evaluation with Ragas and MilvusEvaluationMilvus, Ragas
Chatbot Agent with Milvus and MemGPTAgentMilvus, MemGPT
How to deploy FastGPT with MilvusRAGMilvus, FastGPT
Write SQL with Vanna and MilvusRAGMilvus, Vanna
RAG with Milvus and CamelRAGMilvus, Camel
Airbyte & Milvus: Open-Source Data Movement InfrastructureData ConnectionMilvus, Airbyte
Advanced Video Search: Leveraging Twelve Labs and Milvus for Semantic RetrievalSemantic SearchMilvus, Twelve Labs
Building RAG with Milvus, vLLM, and Llama 3.1RAGMilvus, vLLM, LlamaIndex
Multi-agent Systems with Mistral AI, Milvus and Llama-agentsAgentMilvus, Mistral AI, LlamaIndex
Connect Kafka with MilvusData SourcesMilvus, Kafka
Kotaemon RAG with MilvusRAGMilvus, Kotaemon
Retrieval-Augmented Generation: Crawling Websites with Apify and Saving Data to Milvus for Question AnsweringData SourcesMilvus, Apify
Evaluation with DeepEvalEvaluation & ObservabilityMilvus, DeepEval
Evaluation with Arize PheonixEvaluation & ObservabilityMilvus, Arize Pheonix
Deploying Dify with MilvusOchestrationMilvus, Dify
Building a RAG System Using Langflow with MilvusOchestrationMilvus, Langflow
Build RAG on Arm ArchitectureRAGMilvus, Arm
Build RAG with Milvus and Fireworks AILLMsMilvus, Fireworks AI
Build RAG with Milvus and Lepton AILLMsMilvus, Lepton AI
Build RAG with Milvus and SiliconFlowLLMsMilvus, SiliconFlow
Build a RAG with Milvus and UnstructuredData SourcesMilvus, Unstructured
Build RAG with Milvus + PII MaskerData SourcesMilvus, PII Masker
Use Milvus in PrivateGPTOchestrationvector search
Getting Started with Mem0 and MilvusAgentsMem0, Milvus
Knowledge Table with MilvusKnowledge EngineeringKnowledge Table, Milvus
Use Milvus in DocsGPTOchestrationDocsGPT, Milvus
Use Milvus with SambaNovaOrchestrationMilvus, SambaNova
Build RAG with Milvus and CogneeKnowledge EngineeringMilvus, Cognee
Build RAG with Milvus and GeminiLLMsMilvus, Gemini
Build RAG with Milvus and OllamaLLMsMilvus, Ollama
Getting Started with Dynamiq and MilvusOrchestrationMilvus, Dynamiq
Table of contents

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