# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import logging import socket from ....log_helper import get_logger __all__ = ['SearchAgent'] _logger = get_logger( __name__, logging.INFO, fmt='%(asctime)s-%(levelname)s: %(message)s') class SearchAgent(object): """ Search agent. """ def __init__(self, server_ip=None, server_port=None, key=None): """ Args: server_ip(str): The ip that controller server listens on. None means getting the ip automatically. Default: None. server_port(int): The port that controller server listens on. 0 means getting usable port automatically. Default: 0. key(str): The key used to identify legal agent for controller server. Default: "light-nas" """ self.server_ip = server_ip self.server_port = server_port self.socket_client = socket.socket(socket.AF_INET, socket.SOCK_STREAM) self._key = key def update(self, tokens, reward): """ Update the controller according to latest tokens and reward. Args: tokens(list): The tokens generated in last step. reward(float): The reward of tokens. """ socket_client = socket.socket(socket.AF_INET, socket.SOCK_STREAM) socket_client.connect((self.server_ip, self.server_port)) tokens = ",".join([str(token) for token in tokens]) socket_client.send("{}\t{}\t{}".format(self._key, tokens, reward) .encode()) tokens = socket_client.recv(1024).decode() tokens = [int(token) for token in tokens.strip("\n").split(",")] return tokens def next_tokens(self): """ Get next tokens. """ socket_client = socket.socket(socket.AF_INET, socket.SOCK_STREAM) socket_client.connect((self.server_ip, self.server_port)) socket_client.send("next_tokens".encode()) tokens = socket_client.recv(1024).decode() tokens = [int(token) for token in tokens.strip("\n").split(",")] return tokens