beeai-tracing-python.md•2.39 kB
---
description: Instrument and observe BeeAI agents
---
# BeeAI Tracing (Python)
Phoenix provides seamless observability and tracing for BeeAI agents through the [Python OpenInference instrumentation package](https://pypi.org/project/openinference-instrumentation-beeai/).
## Launch Phoenix
{% include "../../../../phoenix-integrations/.gitbook/includes/sign-up-for-phoenix-sign-up....md" %}
## Install
```bash
pip install openinference-instrumentation-beeai beeai-framework
```
## Setup
Connect to your Phoenix instance using the register function.
```python
from phoenix.otel import register
# configure the Phoenix tracer
tracer_provider = register(
project_name="beeai-agent", # Default is 'default'
auto_instrument=True # Auto-instrument your app based on installed OI dependencies
)
```
## Run BeeAI
Sample agent built using BeeAI with automatic tracing:
```python
import asyncio
from beeai_framework.agents.react import ReActAgent
from beeai_framework.agents.types import AgentExecutionConfig
from beeai_framework.backend.chat import ChatModel
from beeai_framework.backend.types import ChatModelParameters
from beeai_framework.memory import TokenMemory
from beeai_framework.tools.search.duckduckgo import DuckDuckGoSearchTool
from beeai_framework.tools.search.wikipedia import WikipediaTool
from beeai_framework.tools.tool import AnyTool
from beeai_framework.tools.weather.openmeteo import OpenMeteoTool
llm = ChatModel.from_name(
"ollama:granite3.1-dense:8b",
ChatModelParameters(temperature=0),
)
tools: list[AnyTool] = [
WikipediaTool(),
OpenMeteoTool(),
DuckDuckGoSearchTool(),
]
agent = ReActAgent(llm=llm, tools=tools, memory=TokenMemory(llm))
prompt = "What's the current weather in Las Vegas?"
async def main() -> None:
response = await agent.run(
prompt=prompt,
execution=AgentExecutionConfig(
max_retries_per_step=3, total_max_retries=10, max_iterations=20
),
)
print("Agent 🤖 : ", response.result.text)
asyncio.run(main())
```
## Observe
Phoenix provides visibility into your BeeAI agent operations by automatically tracing all interactions.
{% embed url="https://storage.googleapis.com/arize-phoenix-assets/assets/images/beeai-phoenix-python.png" %}
## Resources
*  [OpenInference package for Python](https://pypi.org/project/openinference-instrumentation-beeai/)