Underground-Digital/Workflow-Engine

1import os2 3import pytest4 5from core.model_runtime.entities.text_embedding_entities import TextEmbeddingResult6from core.model_runtime.errors.validate import CredentialsValidateFailedError7from core.model_runtime.model_providers.xinference.text_embedding.text_embedding import XinferenceTextEmbeddingModel8from tests.integration_tests.model_runtime.__mock.xinference import MOCK, setup_xinference_mock9 10 11@pytest.mark.parametrize("setup_xinference_mock", [["none"]], indirect=True)12def test_validate_credentials(setup_xinference_mock):13    model = XinferenceTextEmbeddingModel()14 15    with pytest.raises(CredentialsValidateFailedError):16        model.validate_credentials(17            model="bge-base-en",18            credentials={19                "server_url": os.environ.get("XINFERENCE_SERVER_URL"),20                "model_uid": "www " + os.environ.get("XINFERENCE_EMBEDDINGS_MODEL_UID"),21            },22        )23 24    model.validate_credentials(25        model="bge-base-en",26        credentials={27            "server_url": os.environ.get("XINFERENCE_SERVER_URL"),28            "model_uid": os.environ.get("XINFERENCE_EMBEDDINGS_MODEL_UID"),29        },30    )31 32 33@pytest.mark.parametrize("setup_xinference_mock", [["none"]], indirect=True)34def test_invoke_model(setup_xinference_mock):35    model = XinferenceTextEmbeddingModel()36 37    result = model.invoke(38        model="bge-base-en",39        credentials={40            "server_url": os.environ.get("XINFERENCE_SERVER_URL"),41            "model_uid": os.environ.get("XINFERENCE_EMBEDDINGS_MODEL_UID"),42        },43        texts=["hello", "world"],44        user="abc-123",45    )46 47    assert isinstance(result, TextEmbeddingResult)48    assert len(result.embeddings) == 249    assert result.usage.total_tokens > 050 51 52def test_get_num_tokens():53    model = XinferenceTextEmbeddingModel()54 55    num_tokens = model.get_num_tokens(56        model="bge-base-en",57        credentials={58            "server_url": os.environ.get("XINFERENCE_SERVER_URL"),59            "model_uid": os.environ.get("XINFERENCE_EMBEDDINGS_MODEL_UID"),60        },61        texts=["hello", "world"],62    )63 64    assert num_tokens == 265