import os import pytest from core.model_runtime.entities.text_embedding_entities import TextEmbeddingResult from core.model_runtime.errors.validate import CredentialsValidateFailedError from core.model_runtime.model_providers.xinference.text_embedding.text_embedding import XinferenceTextEmbeddingModel from tests.integration_tests.model_runtime.__mock.xinference import MOCK, setup_xinference_mock @pytest.mark.parametrize('setup_xinference_mock', [['none']], indirect=True) def test_validate_credentials(setup_xinference_mock): model = XinferenceTextEmbeddingModel() with pytest.raises(CredentialsValidateFailedError): model.validate_credentials( model='bge-base-en', credentials={ 'server_url': os.environ.get('XINFERENCE_SERVER_URL'), 'model_uid': 'www ' + os.environ.get('XINFERENCE_EMBEDDINGS_MODEL_UID') } ) model.validate_credentials( model='bge-base-en', credentials={ 'server_url': os.environ.get('XINFERENCE_SERVER_URL'), 'model_uid': os.environ.get('XINFERENCE_EMBEDDINGS_MODEL_UID') } ) @pytest.mark.parametrize('setup_xinference_mock', [['none']], indirect=True) def test_invoke_model(setup_xinference_mock): model = XinferenceTextEmbeddingModel() result = model.invoke( model='bge-base-en', credentials={ 'server_url': os.environ.get('XINFERENCE_SERVER_URL'), 'model_uid': os.environ.get('XINFERENCE_EMBEDDINGS_MODEL_UID') }, texts=[ "hello", "world" ], user="abc-123" ) assert isinstance(result, TextEmbeddingResult) assert len(result.embeddings) == 2 assert result.usage.total_tokens > 0 def test_get_num_tokens(): model = XinferenceTextEmbeddingModel() num_tokens = model.get_num_tokens( model='bge-base-en', credentials={ 'server_url': os.environ.get('XINFERENCE_SERVER_URL'), 'model_uid': os.environ.get('XINFERENCE_EMBEDDINGS_MODEL_UID') }, texts=[ "hello", "world" ] ) assert num_tokens == 2