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.cohere.text_embedding.text_embedding import CohereTextEmbeddingModel def test_validate_credentials(): model = CohereTextEmbeddingModel() with pytest.raises(CredentialsValidateFailedError): model.validate_credentials( model='embed-multilingual-v3.0', credentials={ 'api_key': 'invalid_key' } ) model.validate_credentials( model='embed-multilingual-v3.0', credentials={ 'api_key': os.environ.get('COHERE_API_KEY') } ) def test_invoke_model(): model = CohereTextEmbeddingModel() result = model.invoke( model='embed-multilingual-v3.0', credentials={ 'api_key': os.environ.get('COHERE_API_KEY') }, texts=[ "hello", "world", " ".join(["long_text"] * 100), " ".join(["another_long_text"] * 100) ], user="abc-123" ) assert isinstance(result, TextEmbeddingResult) assert len(result.embeddings) == 4 assert result.usage.total_tokens == 811 def test_get_num_tokens(): model = CohereTextEmbeddingModel() num_tokens = model.get_num_tokens( model='embed-multilingual-v3.0', credentials={ 'api_key': os.environ.get('COHERE_API_KEY') }, texts=[ "hello", "world" ] ) assert num_tokens == 3