Embedding Providers

Fresh

Mem0 supports 12+ embedding model providers. OpenAI is the default.

Language Support

Python supports all providers. TypeScript currently supports OpenAI only.

Supported Providers

Provider	Python	TypeScript
OpenAI	Yes	Yes
Azure OpenAI	Yes	No
Ollama	Yes	No
Hugging Face	Yes	No
Google AI	Yes	No
Vertex AI	Yes	No
Together	Yes	No
LM Studio	Yes	No
LangChain	Yes	No
AWS Bedrock	Yes	No

Configuration

from mem0 import Memory

config = {
    "embedder": {
        "provider": "openai",
        "config": {
            "model": "text-embedding-3-small",
        }
    }
}

memory = Memory.from_config(config)

Provider Examples

OpenAI (Default)

config = {
    "embedder": {
        "provider": "openai",
        "config": {
            "model": "text-embedding-3-small",
        }
    }
}

Ollama (Local)

config = {
    "embedder": {
        "provider": "ollama",
        "config": {
            "model": "nomic-embed-text",
        }
    }
}

Hugging Face

config = {
    "embedder": {
        "provider": "huggingface",
        "config": {
            "model": "sentence-transformers/all-MiniLM-L6-v2",
        }
    }
}

Azure OpenAI

config = {
    "embedder": {
        "provider": "azure_openai",
        "config": {
            "model": "text-embedding-ada-002",
            "api_key": "your-azure-key",
            "azure_deployment": "your-deployment",
            "azure_endpoint": "https://your-resource.openai.azure.com/",
        }
    }
}

Google AI

config = {
    "embedder": {
        "provider": "google_ai",
        "config": {
            "model": "models/embedding-001",
        }
    }
}

Vertex AI

config = {
    "embedder": {
        "provider": "vertexai",
        "config": {
            "model": "textembedding-gecko@003",
        }
    }
}

AWS Bedrock

config = {
    "embedder": {
        "provider": "aws_bedrock",
        "config": {
            "model": "amazon.titan-embed-text-v1",
            "region": "us-east-1",
        }
    }
}