api/tests/integration_tests/model_runtime/cohere/test_rerank.py

import os

import pytest

from core.model_runtime.entities.rerank_entities import RerankResult
from core.model_runtime.errors.validate import CredentialsValidateFailedError
from core.model_runtime.model_providers.cohere.rerank.rerank import CohereRerankModel


def test_validate_credentials():
    model = CohereRerankModel()

    with pytest.raises(CredentialsValidateFailedError):
        model.validate_credentials(
            model='rerank-english-v2.0',
            credentials={
                'api_key': 'invalid_key'
            }
        )

    model.validate_credentials(
        model='rerank-english-v2.0',
        credentials={
            'api_key': os.environ.get('COHERE_API_KEY')
        }
    )


def test_invoke_model():
    model = CohereRerankModel()

    result = model.invoke(
        model='rerank-english-v2.0',
        credentials={
            'api_key': os.environ.get('COHERE_API_KEY')
        },
        query="What is the capital of the United States?",
        docs=[
            "Carson City is the capital city of the American state of Nevada. At the 2010 United States "
            "Census, Carson City had a population of 55,274.",
            "Washington, D.C. (also known as simply Washington or D.C., and officially as the District of Columbia) "
            "is the capital of the United States. It is a federal district. The President of the USA and many major "
            "national government offices are in the territory. This makes it the political center of the United "
            "States of America."
        ],
        score_threshold=0.8
    )

    assert isinstance(result, RerankResult)
    assert len(result.docs) == 1
    assert result.docs[0].index == 1
    assert result.docs[0].score >= 0.8