> ## Documentation Index
> Fetch the complete documentation index at: https://docs.praison.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# SambaNova Embeddings

> Generate embeddings using SambaNova's fast inference

## Overview

SambaNova provides high-performance embedding inference with their custom hardware.

## Quick Start

```python theme={"theme":{"light":"vitesse-light","dark":"vitesse-dark"}}
from praisonaiagents import embedding

result = embedding(
    input="Hello world",
    model="sambanova/E5-mistral-7b-instruct"
)
print(f"Dimensions: {len(result.embeddings[0])}")
```

## CLI Usage

```bash theme={"theme":{"light":"vitesse-light","dark":"vitesse-dark"}}
praisonai embed "Hello world" --model sambanova/E5-mistral-7b-instruct
```

## Setup

```bash theme={"theme":{"light":"vitesse-light","dark":"vitesse-dark"}}
export SAMBANOVA_API_KEY="your-sambanova-api-key"
```

## Related

* [Embedding Providers Overview](/docs/embeddings/index)