from transformers import AutoTokenizer, PreTrainedTokenizerFast from http.server import HTTPServer, BaseHTTPRequestHandler import json import argparse class Tokenizer_Http(): def __init__(self): model_id = "qwen2.5_tokenizer" self.tokenizer = AutoTokenizer.from_pretrained(model_id) def encode(self, prompt): messages = [ {"role": "system", "content": "You are Qwen, created by Alibaba Cloud. You are a helpful assistant."}, {"role": "user", "content": prompt} ] text = self.tokenizer.apply_chat_template( messages, tokenize=False, add_generation_prompt=True ) print(text) token_ids = self.tokenizer.encode(text) return token_ids def decode(self, token_ids): return self.tokenizer.decode(token_ids) @property def bos_id(self): return self.tokenizer.bos_token_id @property def eos_id(self): return self.tokenizer.eos_token_id @property def bos_token(self): return self.tokenizer.bos_token @property def eos_token(self): return self.tokenizer.eos_token tokenizer = Tokenizer_Http() print(tokenizer.bos_id, tokenizer.bos_token, tokenizer.eos_id, tokenizer.eos_token) print(tokenizer.encode("hello world")) class Request(BaseHTTPRequestHandler): #通过类继承,新定义类 timeout = 5 server_version = 'Apache' def do_GET(self): print(self.path) #在新类中定义get的内容(当客户端向该服务端使用get请求时,本服务端将如下运行) self.send_response(200) self.send_header("type", "get") #设置响应头,可省略或设置多个 self.end_headers() if self.path == '/bos_id': bos_id = tokenizer.bos_id # print(bos_id) # to json if bos_id is None: msg = json.dumps({'bos_id': -1}) else: msg = json.dumps({'bos_id': bos_id}) elif self.path == '/eos_id': eos_id = tokenizer.eos_id if eos_id is None: msg = json.dumps({'eos_id': -1}) else: msg = json.dumps({'eos_id': eos_id}) else: msg = 'error' print(msg) msg = str(msg).encode() #转为str再转为byte格式 self.wfile.write(msg) #将byte格式的信息返回给客户端 def do_POST(self): #在新类中定义post的内容(当客户端向该服务端使用post请求时,本服务端将如下运行) data = self.rfile.read(int( self.headers['content-length'])) #获取从客户端传入的参数(byte格式) data = data.decode() #将byte格式转为str格式 self.send_response(200) self.send_header("type", "post") #设置响应头,可省略或设置多个 self.end_headers() if self.path == '/encode': req = json.loads(data) prompt = req['text'] token_ids = tokenizer.encode(prompt) if token_ids is None: msg = json.dumps({'token_ids': -1}) else: msg = json.dumps({'token_ids': token_ids}) elif self.path == '/decode': req = json.loads(data) token_ids = req['token_ids'] text = tokenizer.decode(token_ids) if text is None: msg = json.dumps({'text': ""}) else: msg = json.dumps({'text': text}) else: msg = 'error' print(msg) msg = str(msg).encode() #转为str再转为byte格式 self.wfile.write(msg) #将byte格式的信息返回给客户端 if __name__ == "__main__": args = argparse.ArgumentParser() args.add_argument('--host', type=str, default='localhost') args.add_argument('--port', type=int, default=8080) args = args.parse_args() host = (args.host, args.port) #设定地址与端口号,'localhost'等价于'127.0.0.1' print('http://%s:%s' % host) server = HTTPServer(host, Request) #根据地址端口号和新定义的类,创建服务器实例 server.serve_forever() #开启服务