# SambaStudioEmbeddings

> **Class** in `langchain_community`

📖 [View in docs](https://reference.langchain.com/python/langchain-community/embeddings/sambanova/SambaStudioEmbeddings)

SambaNova embedding models.

To use, you should have the environment variables
``SAMBASTUDIO_EMBEDDINGS_BASE_URL``, ``SAMBASTUDIO_EMBEDDINGS_BASE_URI``
``SAMBASTUDIO_EMBEDDINGS_PROJECT_ID``, ``SAMBASTUDIO_EMBEDDINGS_ENDPOINT_ID``,
``SAMBASTUDIO_EMBEDDINGS_API_KEY``
set with your personal sambastudio variable or pass it as a named parameter
to the constructor.

## Signature

```python
SambaStudioEmbeddings()
```

## Description

**Example:**

.. code-block:: python

from langchain_community.embeddings import SambaStudioEmbeddings

embeddings = SambaStudioEmbeddings(sambastudio_embeddings_base_url=base_url,
                              sambastudio_embeddings_base_uri=base_uri,
                              sambastudio_embeddings_project_id=project_id,
                              sambastudio_embeddings_endpoint_id=endpoint_id,
                              sambastudio_embeddings_api_key=api_key,
                              batch_size=32)
(or)

embeddings = SambaStudioEmbeddings(batch_size=32)

(or)

# CoE example
embeddings = SambaStudioEmbeddings(
    batch_size=1,
    model_kwargs={
        'select_expert':'e5-mistral-7b-instruct'
    }
)

## Extends

- `BaseModel`
- `Embeddings`

## Properties

- `sambastudio_embeddings_base_url`
- `sambastudio_embeddings_base_uri`
- `sambastudio_embeddings_project_id`
- `sambastudio_embeddings_endpoint_id`
- `sambastudio_embeddings_api_key`
- `model_kwargs`
- `batch_size`
- `model_config`

## Methods

- [`validate_environment()`](https://reference.langchain.com/python/langchain-community/embeddings/sambanova/SambaStudioEmbeddings/validate_environment)
- [`embed_documents()`](https://reference.langchain.com/python/langchain-community/embeddings/sambanova/SambaStudioEmbeddings/embed_documents)
- [`embed_query()`](https://reference.langchain.com/python/langchain-community/embeddings/sambanova/SambaStudioEmbeddings/embed_query)

## ⚠️ Deprecated

Deprecated since version 0.3.16.

---

[View source on GitHub](https://github.com/langchain-ai/langchain-community/blob/4b280287bd55b99b44db2dd849f02d66c89534d5/libs/community/langchain_community/embeddings/sambanova.py#L11)