# InfinityEmbeddings

> **Class** in `langchain_community`

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

Self-hosted embedding models for `infinity` package.

See https://github.com/michaelfeil/infinity
This also works for text-embeddings-inference and other
self-hosted openai-compatible servers.

Infinity is a package to interact with Embedding Models on https://github.com/michaelfeil/infinity

## Signature

```python
InfinityEmbeddings()
```

## Description

**Example:**

.. code-block:: python

from langchain_community.embeddings import InfinityEmbeddings
InfinityEmbeddings(
    model="BAAI/bge-small",
    infinity_api_url="http://localhost:7997",
)

## Extends

- `BaseModel`
- `Embeddings`

## Properties

- `model`
- `infinity_api_url`
- `client`
- `model_config`

## Methods

- [`validate_environment()`](https://reference.langchain.com/python/langchain-community/embeddings/infinity/InfinityEmbeddings/validate_environment)
- [`embed_documents()`](https://reference.langchain.com/python/langchain-community/embeddings/infinity/InfinityEmbeddings/embed_documents)
- [`aembed_documents()`](https://reference.langchain.com/python/langchain-community/embeddings/infinity/InfinityEmbeddings/aembed_documents)
- [`embed_query()`](https://reference.langchain.com/python/langchain-community/embeddings/infinity/InfinityEmbeddings/embed_query)
- [`aembed_query()`](https://reference.langchain.com/python/langchain-community/embeddings/infinity/InfinityEmbeddings/aembed_query)

---

[View source on GitHub](https://github.com/langchain-ai/langchain-community/blob/4b280287bd55b99b44db2dd849f02d66c89534d5/libs/community/langchain_community/embeddings/infinity.py#L17)