Async Accuracy Evaluation
Example showing how to run accuracy evaluations asynchronously with AccuracyEval.arun().
Create a Python file
"""This example shows how to run an Accuracy evaluation asynchronously."""
import asyncio
from typing import Optional
from agno.agent import Agent
from agno.eval.accuracy import AccuracyEval, AccuracyResult
from agno.models.openai import OpenAIResponses
from agno.tools.calculator import CalculatorTools
evaluation = AccuracyEval(
model=OpenAIResponses(id="gpt-5.2"),
agent=Agent(
model=OpenAIResponses(id="gpt-5.2"),
tools=[CalculatorTools()],
),
input="What is 10*5 then to the power of 2? do it step by step",
expected_output="2500",
additional_guidelines="Agent output should include the steps and the final answer.",
num_iterations=3,
)
# Run the evaluation calling the arun method.
result: Optional[AccuracyResult] = asyncio.run(evaluation.arun(print_results=True))
assert result is not None and result.avg_score >= 8Set up your virtual environment
uv venv --python 3.12
source .venv/bin/activateInstall dependencies
uv pip install -U openai agnoExport your OpenAI API key
export OPENAI_API_KEY="your_openai_api_key_here"Run Agent
python accuracy_async.py