import os from unittest.mock import Mock, patch 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.mixedbread.rerank.rerank import MixedBreadRerankModel def test_validate_credentials(): model = MixedBreadRerankModel() with pytest.raises(CredentialsValidateFailedError): model.validate_credentials( model="mxbai-rerank-large-v1", credentials={"api_key": "invalid_key"}, ) with patch("httpx.post") as mock_post: mock_response = Mock() mock_response.json.return_value = { "usage": {"prompt_tokens": 86, "total_tokens": 86}, "model": "mixedbread-ai/mxbai-rerank-large-v1", "data": [ { "index": 0, "score": 0.06762695, "input": "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.", "object": "text_document", }, { "index": 1, "score": 0.057403564, "input": "The Commonwealth of the Northern Mariana Islands is a group of islands in the Pacific " "Ocean that are a political division controlled by the United States. Its capital is " "Saipan.", "object": "text_document", }, ], "object": "list", "top_k": 2, "return_input": True, } mock_response.status_code = 200 mock_post.return_value = mock_response model.validate_credentials( model="mxbai-rerank-large-v1", credentials={ "api_key": os.environ.get("MIXEDBREAD_API_KEY"), }, ) def test_invoke_model(): model = MixedBreadRerankModel() with patch("httpx.post") as mock_post: mock_response = Mock() mock_response.json.return_value = { "usage": {"prompt_tokens": 56, "total_tokens": 56}, "model": "mixedbread-ai/mxbai-rerank-large-v1", "data": [ { "index": 0, "score": 0.6044922, "input": "Kasumi is a girl name of Japanese origin meaning mist.", "object": "text_document", }, { "index": 1, "score": 0.0703125, "input": "Her music is a kawaii bass, a mix of future bass, pop, and kawaii music and she leads a " "team named PopiParty.", "object": "text_document", }, ], "object": "list", "top_k": 2, "return_input": "true", } mock_response.status_code = 200 mock_post.return_value = mock_response result = model.invoke( model="mxbai-rerank-large-v1", credentials={ "api_key": os.environ.get("MIXEDBREAD_API_KEY"), }, query="Who is Kasumi?", docs=[ "Kasumi is a girl name of Japanese origin meaning mist.", "Her music is a kawaii bass, a mix of future bass, pop, and kawaii music and she leads a team named " "PopiParty.", ], score_threshold=0.5, ) assert isinstance(result, RerankResult) assert len(result.docs) == 1 assert result.docs[0].index == 0 assert result.docs[0].score >= 0.5