import os import pytest from core.model_runtime.entities.rerank_entities import RerankDocument, RerankResult from core.model_runtime.errors.validate import CredentialsValidateFailedError from core.model_runtime.model_providers.localai.rerank.rerank import LocalaiRerankModel def test_validate_credentials_for_chat_model(): model = LocalaiRerankModel() with pytest.raises(CredentialsValidateFailedError): model.validate_credentials( model="bge-reranker-v2-m3", credentials={ "server_url": "hahahaha", "completion_type": "completion", }, ) model.validate_credentials( model="bge-reranker-base", credentials={ "server_url": os.environ.get("LOCALAI_SERVER_URL"), "completion_type": "completion", }, ) def test_invoke_rerank_model(): model = LocalaiRerankModel() response = model.invoke( model="bge-reranker-base", credentials={"server_url": os.environ.get("LOCALAI_SERVER_URL")}, query="Organic skincare products for sensitive skin", docs=[ "Eco-friendly kitchenware for modern homes", "Biodegradable cleaning supplies for eco-conscious consumers", "Organic cotton baby clothes for sensitive skin", "Natural organic skincare range for sensitive skin", "Tech gadgets for smart homes: 2024 edition", "Sustainable gardening tools and compost solutions", "Sensitive skin-friendly facial cleansers and toners", "Organic food wraps and storage solutions", "Yoga mats made from recycled materials", ], top_n=3, score_threshold=0.75, user="abc-123", ) assert isinstance(response, RerankResult) assert len(response.docs) == 3 def test__invoke(): model = LocalaiRerankModel() # Test case 1: Empty docs result = model._invoke( model="bge-reranker-base", credentials={"server_url": "https://example.com", "api_key": "1234567890"}, query="Organic skincare products for sensitive skin", docs=[], top_n=3, score_threshold=0.75, user="abc-123", ) assert isinstance(result, RerankResult) assert len(result.docs) == 0 # Test case 2: Valid invocation result = model._invoke( model="bge-reranker-base", credentials={"server_url": "https://example.com", "api_key": "1234567890"}, query="Organic skincare products for sensitive skin", docs=[ "Eco-friendly kitchenware for modern homes", "Biodegradable cleaning supplies for eco-conscious consumers", "Organic cotton baby clothes for sensitive skin", "Natural organic skincare range for sensitive skin", "Tech gadgets for smart homes: 2024 edition", "Sustainable gardening tools and compost solutions", "Sensitive skin-friendly facial cleansers and toners", "Organic food wraps and storage solutions", "Yoga mats made from recycled materials", ], top_n=3, score_threshold=0.75, user="abc-123", ) assert isinstance(result, RerankResult) assert len(result.docs) == 3 assert all(isinstance(doc, RerankDocument) for doc in result.docs)