# maximal_marginal_relevance

> **Function** in `langchain_pinecone`

📖 [View in docs](https://reference.langchain.com/python/langchain-pinecone/_utilities/maximal_marginal_relevance)

Calculate maximal marginal relevance.

## Signature

```python
maximal_marginal_relevance(
    query_embedding: np.ndarray,
    embedding_list: list,
    lambda_mult: float = 0.5,
    k: int = 4,
) -> List[int]
```

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[View source on GitHub](https://github.com/langchain-ai/langchain-pinecone/blob/03096860fe94ba5517838b23a5120267fee25048/libs/pinecone/langchain_pinecone/_utilities.py#L24)