Milvus - Mem0

Milvus

Milvus is an open-source vector database that suits AI applications of every size, from running a demo chatbot in a Jupyter notebook to building web-scale search that serves billions of users.

Usage

The TypeScript SDK loads the Milvus client lazily. Install it alongside mem0ai when you use this provider:

npm install @zilliz/milvus2-sdk-node

Python

import os
from mem0 import Memory

config = {
    "vector_store": {
        "provider": "milvus",
        "config": {
            "collection_name": "test",
            "embedding_model_dims": 1536,
            "url": "127.0.0.1",
            "token": "8e4b8ca8cf2c67",
            "db_name": "my_database",
        }
    }
}

m = Memory.from_config(config)
messages = [\
    {"role": "user", "content": "I'm planning to watch a movie tonight. Any recommendations?"},\
    {"role": "assistant", "content": "How about thriller movies? They can be quite engaging."},\
    {"role": "user", "content": "I’m not a big fan of thriller movies but I love sci-fi movies."},\
    {"role": "assistant", "content": "Got it! I'll avoid thriller recommendations and suggest sci-fi movies in the future."}\
]
m.add(messages, user_id="alice", metadata={"category": "movies"})

TypeScript

import { Memory } from 'mem0ai/oss';

const config = {
  vectorStore: {
    provider: 'milvus',
    config: {
      collectionName: 'test',
      embeddingModelDims: 1536,
      url: 'http://localhost:19530',
      token: '8e4b8ca8cf2c67',
      dbName: 'my_database',
    },
  },
};

const memory = new Memory(config);
const messages = [\
  { role: "user", content: "I'm planning to watch a movie tonight. Any recommendations?" },\
  { role: "assistant", content: "How about thriller movies? They can be quite engaging." },\
  { role: "user", content: "I'm not a big fan of thriller movies but I love sci-fi movies." },\
  { role: "assistant", content: "Got it! I'll avoid thriller recommendations and suggest sci-fi movies in the future." },\
];
await memory.add(messages, { userId: "alice", metadata: { category: "movies" } });

Config

Here are the parameters available for configuring Milvus: