langchain/tests/integration_tests/agent/test_powerbi_agent.py

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import pytest
from langchain.agents.agent_toolkits import PowerBIToolkit, create_pbi_agent
from langchain.chat_models import ChatOpenAI
from langchain.utilities.powerbi import PowerBIDataset
from langchain.utils import get_from_env
def azure_installed() -> bool:
try:
from azure.core.credentials import TokenCredential # noqa: F401
from azure.identity import DefaultAzureCredential # noqa: F401
return True
except Exception as e:
print(f"azure not installed, skipping test {e}")
return False
@pytest.mark.skipif(not azure_installed(), reason="requires azure package")
def test_daxquery() -> None:
from azure.identity import DefaultAzureCredential
DATASET_ID = get_from_env("", "POWERBI_DATASET_ID")
TABLE_NAME = get_from_env("", "POWERBI_TABLE_NAME")
NUM_ROWS = get_from_env("", "POWERBI_NUMROWS")
fast_llm = ChatOpenAI(
temperature=0.5, max_tokens=1000, model_name="gpt-3.5-turbo", verbose=True
)
smart_llm = ChatOpenAI(
temperature=0, max_tokens=100, model_name="gpt-4", verbose=True
)
toolkit = PowerBIToolkit(
powerbi=PowerBIDataset(
dataset_id=DATASET_ID,
table_names=[TABLE_NAME],
credential=DefaultAzureCredential(),
),
llm=smart_llm,
)
agent_executor = create_pbi_agent(llm=fast_llm, toolkit=toolkit, verbose=True)
output = agent_executor.run(f"How many rows are in the table, {TABLE_NAME}")
assert NUM_ROWS in output