dify/api/tests/integration_tests/model_runtime/sagemaker/test_text_embedding.py

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.sagemaker.text_embedding.text_embedding import SageMakerEmbeddingModel


def test_validate_credentials():
    model = SageMakerEmbeddingModel()

    with pytest.raises(CredentialsValidateFailedError):
        model.validate_credentials(model="bge-m3", credentials={})

    model.validate_credentials(model="bge-m3-embedding", credentials={})


def test_invoke_model():
    model = SageMakerEmbeddingModel()

    result = model.invoke(model="bge-m3-embedding", credentials={}, texts=["hello", "world"], user="abc-123")

    assert isinstance(result, TextEmbeddingResult)
    assert len(result.embeddings) == 2


def test_get_num_tokens():
    model = SageMakerEmbeddingModel()

    num_tokens = model.get_num_tokens(model="bge-m3-embedding", credentials={}, texts=[])

    assert num_tokens == 0