import _thread as thread import base64 import datetime import hashlib import hmac import json from collections import deque from urllib.parse import urlparse import ssl from datetime import datetime from time import mktime from urllib.parse import urlencode from wsgiref.handlers import format_date_time from threading import Condition import websocket import logging from .base_model import BaseLLMModel, CallbackToIterator class Ws_Param(object): # 来自官方 Demo # 初始化 def __init__(self, APPID, APIKey, APISecret, Spark_url): self.APPID = APPID self.APIKey = APIKey self.APISecret = APISecret self.host = urlparse(Spark_url).netloc self.path = urlparse(Spark_url).path self.Spark_url = Spark_url # 生成url def create_url(self): # 生成RFC1123格式的时间戳 now = datetime.now() date = format_date_time(mktime(now.timetuple())) # 拼接字符串 signature_origin = "host: " + self.host + "\n" signature_origin += "date: " + date + "\n" signature_origin += "GET " + self.path + " HTTP/1.1" # 进行hmac-sha256进行加密 signature_sha = hmac.new( self.APISecret.encode("utf-8"), signature_origin.encode("utf-8"), digestmod=hashlib.sha256, ).digest() signature_sha_base64 = base64.b64encode( signature_sha).decode(encoding="utf-8") authorization_origin = f'api_key="{self.APIKey}", algorithm="hmac-sha256", headers="host date request-line", signature="{signature_sha_base64}"' authorization = base64.b64encode(authorization_origin.encode("utf-8")).decode( encoding="utf-8" ) # 将请求的鉴权参数组合为字典 v = {"authorization": authorization, "date": date, "host": self.host} # 拼接鉴权参数,生成url url = self.Spark_url + "?" + urlencode(v) # 此处打印出建立连接时候的url,参考本demo的时候可取消上方打印的注释,比对相同参数时生成的url与自己代码生成的url是否一致 return url class Spark_Client(BaseLLMModel): def __init__(self, model_name, appid, api_key, api_secret, user_name="") -> None: super().__init__(model_name=model_name, user=user_name) self.api_key = api_key self.appid = appid self.api_secret = api_secret if None in [self.api_key, self.appid, self.api_secret]: raise Exception("请在配置文件或者环境变量中设置讯飞的API Key、APP ID和API Secret") if "2.0" in self.model_name: self.spark_url = "wss://spark-api.xf-yun.com/v2.1/chat" self.domain = "generalv2" if "3.0" in self.model_name: self.spark_url = "wss://spark-api.xf-yun.com/v3.1/chat" self.domain = "generalv3" else: self.spark_url = "wss://spark-api.xf-yun.com/v1.1/chat" self.domain = "general" # 收到websocket错误的处理 def on_error(self, ws, error): ws.iterator.callback("出现了错误:" + error) # 收到websocket关闭的处理 def on_close(self, ws, one, two): pass # 收到websocket连接建立的处理 def on_open(self, ws): thread.start_new_thread(self.run, (ws,)) def run(self, ws, *args): data = json.dumps( self.gen_params() ) ws.send(data) # 收到websocket消息的处理 def on_message(self, ws, message): ws.iterator.callback(message) def gen_params(self): """ 通过appid和用户的提问来生成请参数 """ data = { "header": {"app_id": self.appid, "uid": "1234"}, "parameter": { "chat": { "domain": self.domain, "random_threshold": self.temperature, "max_tokens": 4096, "auditing": "default", } }, "payload": {"message": {"text": self.history}}, } return data def get_answer_stream_iter(self): wsParam = Ws_Param(self.appid, self.api_key, self.api_secret, self.spark_url) websocket.enableTrace(False) wsUrl = wsParam.create_url() ws = websocket.WebSocketApp( wsUrl, on_message=self.on_message, on_error=self.on_error, on_close=self.on_close, on_open=self.on_open, ) ws.appid = self.appid ws.domain = self.domain # Initialize the CallbackToIterator ws.iterator = CallbackToIterator() # Start the WebSocket connection in a separate thread thread.start_new_thread( ws.run_forever, (), {"sslopt": {"cert_reqs": ssl.CERT_NONE}} ) # Iterate over the CallbackToIterator instance answer = "" total_tokens = 0 for message in ws.iterator: data = json.loads(message) code = data["header"]["code"] if code != 0: ws.close() raise Exception(f"请求错误: {code}, {data}") else: choices = data["payload"]["choices"] status = choices["status"] content = choices["text"][0]["content"] if "usage" in data["payload"]: total_tokens = data["payload"]["usage"]["text"]["total_tokens"] answer += content if status == 2: ws.iterator.finish() # Finish the iterator when the status is 2 ws.close() yield answer, total_tokens