import json import os from unittest.mock import patch from langchain.schema import ChatGeneration, AIMessage, Generation from core.model_providers.models.entity.message import PromptMessage, MessageType from core.model_providers.models.entity.model_params import ModelKwargs from core.model_providers.models.llm.tongyi_model import TongyiModel from core.model_providers.providers.tongyi_provider import TongyiProvider from models.provider import Provider, ProviderType def get_mock_provider(valid_api_key): return Provider( id='provider_id', tenant_id='tenant_id', provider_name='tongyi', provider_type=ProviderType.CUSTOM.value, encrypted_config=json.dumps({ 'dashscope_api_key': valid_api_key, }), is_valid=True, ) def get_mock_model(model_name): model_kwargs = ModelKwargs( max_tokens=10, temperature=0.01 ) valid_api_key = os.environ['TONGYI_DASHSCOPE_API_KEY'] model_provider = TongyiProvider(provider=get_mock_provider(valid_api_key)) return TongyiModel( model_provider=model_provider, name=model_name, model_kwargs=model_kwargs ) def decrypt_side_effect(tenant_id, encrypted_api_key): return encrypted_api_key @patch('core.helper.encrypter.decrypt_token', side_effect=decrypt_side_effect) def test_get_num_tokens(mock_decrypt): model = get_mock_model('qwen-v1') rst = model.get_num_tokens([ PromptMessage(type=MessageType.HUMAN, content='Who is your manufacturer?') ]) assert rst == 5 @patch('core.helper.encrypter.decrypt_token', side_effect=decrypt_side_effect) def test_run(mock_decrypt, mocker): mocker.patch('core.model_providers.providers.base.BaseModelProvider.update_last_used', return_value=None) model = get_mock_model('qwen-v1') rst = model.run( [PromptMessage(content='Human: Are you Human? you MUST only answer `y` or `n`? \nAssistant: ')], stop=['\nHuman:'], ) assert len(rst.content) > 0