83 lines
2.7 KiB
Plaintext
83 lines
2.7 KiB
Plaintext
---
|
|
title: smolagents
|
|
description: "Track HuggingFace's smolagents with AgentOps seamlessly"
|
|
---
|
|
|
|
import EnvTooltip from '/snippets/add-env-tooltip.mdx'
|
|
|
|
[smolagents](https://github.com/huggingface/smolagents) is a framework for building and running AI agents from [HuggingFace](https://huggingface.co/).
|
|
Checkout their [docs](https://huggingface.co/docs/smolagents/index) to get started with creating your own agents.
|
|
|
|
## Integrating AgentOps with smolagents
|
|
|
|
<Steps>
|
|
<Step title="Install the AgentOps SDK">
|
|
<CodeGroup>
|
|
```bash pip
|
|
pip install agentops
|
|
```
|
|
```bash poetry
|
|
poetry add agentops
|
|
```
|
|
</CodeGroup>
|
|
</Step>
|
|
<Step title="Install smolagents">
|
|
<CodeGroup>
|
|
```bash pip
|
|
pip install smolagents
|
|
```
|
|
```bash poetry
|
|
poetry add smolagents
|
|
```
|
|
</CodeGroup>
|
|
</Step>
|
|
<Step title="Initialize AgentOps and use LiteLLM in your code">
|
|
<Note>
|
|
AgentOps tracks calls from smolagents via LiteLLM currently.
|
|
</Note>
|
|
<CodeGroup>
|
|
```python python
|
|
import agentops
|
|
from smolagents import LiteLLMModel
|
|
|
|
agentops.init(<INSERT YOUR API KEY HERE>)
|
|
model = LiteLLMModel(<model_name>)
|
|
|
|
# Your code here...
|
|
|
|
agentops.end_session('Success')
|
|
```
|
|
</CodeGroup>
|
|
<EnvTooltip />
|
|
<CodeGroup>
|
|
```python .env
|
|
AGENTOPS_API_KEY=<YOUR API KEY>
|
|
```
|
|
</CodeGroup>
|
|
Read more about environment variables in [Advanced Configuration](/v1/usage/advanced-configuration)
|
|
</Step>
|
|
<Step title="Run your Agent">
|
|
Execute your program and visit [app.agentops.ai/drilldown](https://app.agentops.ai/drilldown) to observe your Agent! 🕵️
|
|
<Tip>
|
|
After your run, AgentOps prints a clickable url to console linking directly to your session in the Dashboard
|
|
</Tip>
|
|
<div/>
|
|
<Frame type="glass" caption="Clickable link to session">
|
|
<img height="200" src="https://raw.githubusercontent.com/AgentOps-AI/agentops/refs/heads/main/docs/images/external/app_screenshots/session-replay.png?raw=true" />
|
|
</Frame>
|
|
</Step>
|
|
</Steps>
|
|
|
|
## Full Examples
|
|
|
|
You can refer to the following examples -
|
|
|
|
- [Text to SQL](https://github.com/AgentOps-AI/agentops/blob/main/examples/smolagents_examples/text_to_sql.ipynb)
|
|
- [Multi-Agent System](https://github.com/AgentOps-AI/agentops/blob/main/examples/smolagents_examples/multi_smolagents_system.ipynb)
|
|
|
|
<script type="module" src="/scripts/github_stars.js"></script>
|
|
<script type="module" src="/scripts/scroll-img-fadein-animation.js"></script>
|
|
<script type="module" src="/scripts/button_heartbeat_animation.js"></script>
|
|
<script type="css" src="/styles/styles.css"></script>
|
|
<script type="module" src="/scripts/adjust_api_dynamically.js"></script>
|