from http import HTTPStatus import os from vlmeval.api.base import BaseAPI from vlmeval.smp import * # Note: This is a pure language model API. class QwenAPI(BaseAPI): is_api: bool = True def __init__(self, model: str = 'qwen-max-1201', retry: int = 5, wait: int = 5, verbose: bool = True, seed: int = 2680, temperature: float = 0.0, system_prompt: str = None, key: str = None, max_tokens: int = 2048, proxy: str = None, **kwargs): assert model in ['qwen-turbo', 'qwen-plus', 'qwen-max', 'qwen-max-1201', 'qwen-max-longcontext'] self.model = model import dashscope self.fail_msg = 'Failed to obtain answer via API. ' self.max_tokens = max_tokens self.temperature = temperature self.seed = seed if key is None: key = os.environ.get('DASHSCOPE_API_KEY', None) assert key is not None, ( 'Please set the API Key (obtain it here: ' 'https://help.aliyun.com/zh/dashscope/developer-reference/vl-plus-quick-start)' ) dashscope.api_key = key if proxy is not None: proxy_set(proxy) super().__init__(wait=wait, retry=retry, system_prompt=system_prompt, verbose=verbose, **kwargs) @staticmethod def build_msgs(msgs_raw, system_prompt=None): msgs = cp.deepcopy(msgs_raw) ret = [] if system_prompt is not None: ret.append(dict(role='system', content=system_prompt)) for i, msg in enumerate(msgs): role = 'user' if i % 2 == 0 else 'assistant' ret.append(dict(role=role, content=msg)) return ret def generate_inner(self, inputs, **kwargs) -> str: from dashscope import MultiModalConversation assert isinstance(inputs, str) or isinstance(inputs, list) inputs = [inputs] if isinstance(inputs, str) else inputs messages = self.build_msgs(msgs_raw=inputs, system_prompt=self.system_prompt) import dashscope response = dashscope.Generation.call( model=self.model, messages=messages, seed=self.seed, temperature=self.temperature, max_tokens=self.max_tokens, result_format='message', # set the result to be "message" format. ) if response.status_code != HTTPStatus.OK: return -1, 'Error: Bad Response Statuse Code. ', f'The response status code is {response.status_code}. ' try: return 0, response['output']['choices'][0]['message']['content'].strip(), 'Succeeded! ' except Exception as err: return -1, f'Error: Failed to parse the response. {err}', response