AutoGen Tracing

Google Colab

colab.research.google.com

AutoGen is an agent framework from Microsoft that allows for complex Agent creation. It is unique in its ability to create multiple agents that work together.

The AutoGen Agent framework allows creation of multiple agents and connection of those agents to work together to accomplish tasks.

Install#

Phoenix instruments Autogen by instrumenting the underlying model library it’s using. If your agents are set up to call OpenAI, use our OpenAI instrumentor per the example below.

If your agents are using a different model, be sure to instrument that model instead by installing its respective OpenInference library.

pip install openinference-instrumentation-openai openinference-instrumentation-autogen autogen openai arize-phoenix-otel arize-phoenix

Setup#

Connect your application to Phoenix with the register function:

from phoenix.otel import register# configure the Phoenix tracertracer_provider = register(project_name="my-llm-app", # Default is 'default'auto_instrument=True # Auto-instrument your app based on installed OI dependencies)

Run Autogen#

From here you can use Autogen as normal, and Phoenix will automatically trace any model calls made.

Observe#

The Phoenix support is simple in its first incarnation but allows for capturing all of the prompt and responses that occur under the framework between each agent.

The individual prompt and responses are captured directly through OpenAI calls. If you’re using a different underlying model provider than OpenAI, instrument your application using the respective instrumentor instead.

Resources:#

• Example notebook