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.volcengine_maas.text_embedding.text_embedding import ( VolcengineMaaSTextEmbeddingModel, ) def test_validate_credentials(): model = VolcengineMaaSTextEmbeddingModel() with pytest.raises(CredentialsValidateFailedError): model.validate_credentials( model='NOT IMPORTANT', credentials={ 'api_endpoint_host': 'maas-api.ml-platform-cn-beijing.volces.com', 'volc_region': 'cn-beijing', 'volc_access_key_id': 'INVALID', 'volc_secret_access_key': 'INVALID', 'endpoint_id': 'INVALID', 'base_model_name': 'Doubao-embedding', } ) model.validate_credentials( model='NOT IMPORTANT', credentials={ 'api_endpoint_host': 'maas-api.ml-platform-cn-beijing.volces.com', 'volc_region': 'cn-beijing', 'volc_access_key_id': os.environ.get('VOLC_API_KEY'), 'volc_secret_access_key': os.environ.get('VOLC_SECRET_KEY'), 'endpoint_id': os.environ.get('VOLC_EMBEDDING_ENDPOINT_ID'), 'base_model_name': 'Doubao-embedding', }, ) def test_invoke_model(): model = VolcengineMaaSTextEmbeddingModel() result = model.invoke( model='NOT IMPORTANT', credentials={ 'api_endpoint_host': 'maas-api.ml-platform-cn-beijing.volces.com', 'volc_region': 'cn-beijing', 'volc_access_key_id': os.environ.get('VOLC_API_KEY'), 'volc_secret_access_key': os.environ.get('VOLC_SECRET_KEY'), 'endpoint_id': os.environ.get('VOLC_EMBEDDING_ENDPOINT_ID'), 'base_model_name': 'Doubao-embedding', }, 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 = VolcengineMaaSTextEmbeddingModel() num_tokens = model.get_num_tokens( model='NOT IMPORTANT', credentials={ 'api_endpoint_host': 'maas-api.ml-platform-cn-beijing.volces.com', 'volc_region': 'cn-beijing', 'volc_access_key_id': os.environ.get('VOLC_API_KEY'), 'volc_secret_access_key': os.environ.get('VOLC_SECRET_KEY'), 'endpoint_id': os.environ.get('VOLC_EMBEDDING_ENDPOINT_ID'), 'base_model_name': 'Doubao-embedding', }, texts=[ "hello", "world" ] ) assert num_tokens == 2