# GradientEmbeddings

> **Class** in `langchain_community`

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

Gradient.ai Embedding models.

GradientLLM is a class to interact with Embedding Models on gradient.ai

To use, set the environment variable ``GRADIENT_ACCESS_TOKEN`` with your
API token and ``GRADIENT_WORKSPACE_ID`` for your gradient workspace,
or alternatively provide them as keywords to the constructor of this class.

## Signature

```python
GradientEmbeddings()
```

## Description

**Example:**

.. code-block:: python

from langchain_community.embeddings import GradientEmbeddings
GradientEmbeddings(
    model="bge-large",
    gradient_workspace_id="12345614fc0_workspace",
    gradient_access_token="gradientai-access_token",
)

## Extends

- `BaseModel`
- `Embeddings`

## Properties

- `model`
- `gradient_workspace_id`
- `gradient_access_token`
- `gradient_api_url`
- `query_prompt_for_retrieval`
- `client`
- `model_config`

## Methods

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

---

[View source on GitHub](https://github.com/langchain-ai/langchain-community/blob/d5ea8358933260ad48dd31f7f8076555c7b4885a/libs/community/langchain_community/embeddings/gradient_ai.py#L12)