From f1394feb652e9258a5f1f7bd62755b2c5ea7c621 Mon Sep 17 00:00:00 2001 From: JohnJim0816 Date: Fri, 12 Mar 2021 17:19:04 +0800 Subject: [PATCH] update Sarsa --- codes/Sarsa/README.md | 19 ++ codes/Sarsa/agent.py | 118 +++++------ codes/Sarsa/assets/sarsa_algo.png | Bin 0 -> 135051 bytes codes/Sarsa/gridworld.py | 195 ------------------ codes/Sarsa/main.py | 80 +++++++ .../20210312-170254/ma_rewards_train.npy | Bin 0 -> 1328 bytes .../20210312-170254/rewards_curve_train.png | Bin 0 -> 37924 bytes .../results/20210312-170254/rewards_train.npy | Bin 0 -> 1328 bytes .../20210312-170254/Sarsa_model.pkl | Bin 0 -> 122671 bytes codes/Sarsa/train.py | 92 --------- 10 files changed, 147 insertions(+), 357 deletions(-) create mode 100644 codes/Sarsa/README.md create mode 100644 codes/Sarsa/assets/sarsa_algo.png delete mode 100644 codes/Sarsa/gridworld.py create mode 100644 codes/Sarsa/main.py create mode 100644 codes/Sarsa/results/20210312-170254/ma_rewards_train.npy create mode 100644 codes/Sarsa/results/20210312-170254/rewards_curve_train.png create mode 100644 codes/Sarsa/results/20210312-170254/rewards_train.npy create mode 100644 codes/Sarsa/saved_model/20210312-170254/Sarsa_model.pkl delete mode 100644 codes/Sarsa/train.py diff --git a/codes/Sarsa/README.md b/codes/Sarsa/README.md new file mode 100644 index 0000000..5258664 --- /dev/null +++ b/codes/Sarsa/README.md @@ -0,0 +1,19 @@ +# Sarsa + +## 使用说明 + +运行```main.py```即可 + +## 环境说明 + +见[环境说明](https://github.com/JohnJim0816/reinforcement-learning-tutorials/blob/master/env_info.md)中的The Racetrack + +## 算法伪代码 + +![sarsa_algo](assets/sarsa_algo.png) + +## 其他说明 + +### 与Q-learning区别 + +算法上区别很小,只在更新公式上,但Q-learning是Off-policy,而Sarsa是On-policy,可参考[知乎:强化学习中sarsa算法是不是比q-learning算法收敛速度更慢?](https://www.zhihu.com/question/268461866) \ No newline at end of file diff --git a/codes/Sarsa/agent.py b/codes/Sarsa/agent.py index f791293..9b8f443 100644 --- a/codes/Sarsa/agent.py +++ b/codes/Sarsa/agent.py @@ -1,74 +1,52 @@ -# Copyright (c) 2020 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. - -# -*- coding: utf-8 -*- - +#!/usr/bin/env python +# coding=utf-8 +''' +Author: John +Email: johnjim0816@gmail.com +Date: 2021-03-12 16:58:16 +LastEditor: John +LastEditTime: 2021-03-12 17:03:05 +Discription: +Environment: +''' import numpy as np - -# 根据Q表格选动作 -class SarsaAgent(object): +from collections import defaultdict +import torch +class Sarsa(object): def __init__(self, - obs_n, - act_n, - learning_rate=0.01, - gamma=0.9, - e_greed=0.1): - self.act_n = act_n # 动作维度,有几个动作可选 - self.lr = learning_rate # 学习率 - self.gamma = gamma # reward的衰减率 - self.epsilon = e_greed # 按一定概率随机选动作 - self.Q = np.zeros((obs_n, act_n)) # 初始化Q表格 - - # 根据输入观察值,采样输出的动作值,带探索(epsilon-greedy,训练时用这个方法) - def sample(self, obs): - if np.random.uniform(0, 1) < (1.0 - self.epsilon): #根据table的Q值选动作 - action = self.predict(obs) - else: - action = np.random.choice(self.act_n) #有一定概率随机探索选取一个动作 + n_actions,sarsa_cfg,): + self.n_actions = n_actions # number of actions + self.lr = sarsa_cfg.lr # learning rate + self.gamma = sarsa_cfg.gamma + self.epsilon = sarsa_cfg.epsilon + self.Q = defaultdict(lambda: np.zeros(n_actions)) + # self.Q = np.zeros((n_states, n_actions)) # Q表 + def choose_action(self, state): + best_action = np.argmax(self.Q[state]) + # action = best_action + action_probs = np.ones(self.n_actions, dtype=float) * self.epsilon / self.n_actions + action_probs[best_action] += (1.0 - self.epsilon) + action = np.random.choice(np.arange(len(action_probs)), p=action_probs) return action - - # 根据输入观察值,预测输出的动作值(已有里面挑最大,贪心的算法,只有利用,没有探索) - def predict(self, obs): - Q_list = self.Q[obs, :] - maxQ = np.max(Q_list) # 找到最大Q对应的下标 - action_list = np.where(Q_list == maxQ)[0] # maxQ可能对应多个action - action = np.random.choice(action_list) # 从这些action中随机挑一个action(可以打印出来看看) - return action - - # 学习方法,也就是更新Q-table的方法 - def learn(self, obs, action, reward, next_obs, next_action, done): - """ on-policy - obs: 交互前的obs, s_t - action: 本次交互选择的action, a_t - reward: 本次动作获得的奖励r - next_obs: 本次交互后的obs, s_t+1 - next_action: 根据当前Q表格, 针对next_obs会选择的动作, a_t+1 - done: episode是否结束 - """ - predict_Q = self.Q[obs, action] - if done: # done为ture的话,代表这是episode最后一个状态 - target_Q = reward # 没有下一个状态了 + + def update(self, state, action, reward, next_state, next_action,done): + Q_predict = self.Q[state][action] + if done: + Q_target = reward # terminal state else: - target_Q = reward + self.gamma * self.Q[next_obs, - next_action] # Sarsa - self.Q[obs, action] += self.lr * (target_Q - predict_Q) # 修正q - - def save(self): - npy_file = './q_table.npy' - np.save(npy_file, self.Q) - print(npy_file + ' saved.') - - def restore(self, npy_file='./q_table.npy'): - self.Q = np.load(npy_file) - print(npy_file + ' loaded.') \ No newline at end of file + Q_target = reward + self.gamma * self.Q[next_state][next_action] + self.Q[state][action] += self.lr * (Q_target - Q_predict) + def save(self,path): + '''把 Q表格 的数据保存到文件中 + ''' + import dill + torch.save( + obj=self.Q, + f=path+"Sarsa_model.pkl", + pickle_module=dill + ) + def load(self, path): + '''从文件中读取数据到 Q表格 + ''' + import dill + self.Q =torch.load(f=path+'Sarsa_model.pkl',pickle_module=dill) \ No newline at end of file diff --git a/codes/Sarsa/assets/sarsa_algo.png b/codes/Sarsa/assets/sarsa_algo.png new file mode 100644 index 0000000000000000000000000000000000000000..0abef7a3959dc830dccc36ef6ed55822c4384f1a GIT binary patch literal 135051 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zh3y`ztE+P?rg9VLHKM@R$H)B=k x0 - self.t.color(color) - self.t.setheading(0) - self.t.up() - self.t.goto(x0, y) - self.t.down() - self.t.forward(x1 - x0) - - def draw_y_line(self, x, y0, y1, color='gray'): - assert y1 > y0 - self.t.color(color) - self.t.setheading(90) - self.t.up() - self.t.goto(x, y0) - self.t.down() - self.t.forward(y1 - y0) - - def draw_box(self, x, y, fillcolor='', line_color='gray'): - self.t.up() - self.t.goto(x * self.unit, y * self.unit) - self.t.color(line_color) - self.t.fillcolor(fillcolor) - self.t.setheading(90) - self.t.down() - self.t.begin_fill() - for i in range(4): - self.t.forward(self.unit) - self.t.right(90) - self.t.end_fill() - - def move_player(self, x, y): - self.t.up() - self.t.setheading(90) - self.t.fillcolor('red') - self.t.goto((x + 0.5) * self.unit, (y + 0.5) * self.unit) - - def render(self): - if self.t == None: - self.t = turtle.Turtle() - self.wn = turtle.Screen() - self.wn.setup(self.unit * self.max_x + 100, - self.unit * self.max_y + 100) - self.wn.setworldcoordinates(0, 0, self.unit * self.max_x, - self.unit * self.max_y) - self.t.shape('circle') - self.t.width(2) - self.t.speed(0) - self.t.color('gray') - for _ in range(2): - self.t.forward(self.max_x * self.unit) - self.t.left(90) - self.t.forward(self.max_y * self.unit) - self.t.left(90) - for i in range(1, self.max_y): - self.draw_x_line( - y=i * self.unit, x0=0, x1=self.max_x * self.unit) - for i in range(1, self.max_x): - self.draw_y_line( - x=i * self.unit, y0=0, y1=self.max_y * self.unit) - - for i in range(1, self.max_x - 1): - self.draw_box(i, 0, 'black') - self.draw_box(self.max_x - 1, 0, 'yellow') - self.t.shape('turtle') - - x_pos = self.s % self.max_x - y_pos = self.max_y - 1 - int(self.s / self.max_x) - self.move_player(x_pos, y_pos) - - -if __name__ == '__main__': - # 环境1:FrozenLake, 可以配置冰面是否是滑的 - # 0 left, 1 down, 2 right, 3 up - env = gym.make("FrozenLake-v0", is_slippery=False) - env = FrozenLakeWapper(env) - - # 环境2:CliffWalking, 悬崖环境 - # env = gym.make("CliffWalking-v0") # 0 up, 1 right, 2 down, 3 left - # env = CliffWalkingWapper(env) - - # 环境3:自定义格子世界,可以配置地图, S为出发点Start, F为平地Floor, H为洞Hole, G为出口目标Goal - # gridmap = [ - # 'SFFF', - # 'FHFF', - # 'FFFF', - # 'HFGF' ] - # env = GridWorld(gridmap) - - env.reset() - for step in range(10): - action = np.random.randint(0, 4) - obs, reward, done, info = env.step(action) - print('step {}: action {}, obs {}, reward {}, done {}, info {}'.format(\ - step, action, obs, reward, done, info)) - # env.render() # 渲染一帧图像 \ No newline at end of file diff --git a/codes/Sarsa/main.py b/codes/Sarsa/main.py new file mode 100644 index 0000000..0bc976f --- /dev/null +++ b/codes/Sarsa/main.py @@ -0,0 +1,80 @@ +#!/usr/bin/env python +# coding=utf-8 +''' +Author: John +Email: johnjim0816@gmail.com +Date: 2021-03-11 17:59:16 +LastEditor: John +LastEditTime: 2021-03-12 17:01:43 +Discription: +Environment: +''' +import sys,os +sys.path.append(os.getcwd()) +import datetime +from envs.racetrack_env import RacetrackEnv +from Sarsa.agent import Sarsa +from common.plot import plot_rewards +from common.utils import save_results + +SEQUENCE = datetime.datetime.now().strftime("%Y%m%d-%H%M%S") # 获取当前时间 +SAVED_MODEL_PATH = os.path.split(os.path.abspath(__file__))[0]+"/saved_model/"+SEQUENCE+'/' # 生成保存的模型路径 +if not os.path.exists(os.path.split(os.path.abspath(__file__))[0]+"/saved_model/"): # 检测是否存在文件夹 + os.mkdir(os.path.split(os.path.abspath(__file__))[0]+"/saved_model/") +if not os.path.exists(SAVED_MODEL_PATH): # 检测是否存在文件夹 + os.mkdir(SAVED_MODEL_PATH) +RESULT_PATH = os.path.split(os.path.abspath(__file__))[0]+"/results/"+SEQUENCE+'/' # 存储reward的路径 +if not os.path.exists(os.path.split(os.path.abspath(__file__))[0]+"/results/"): # 检测是否存在文件夹 + os.mkdir(os.path.split(os.path.abspath(__file__))[0]+"/results/") +if not os.path.exists(RESULT_PATH): # 检测是否存在文件夹 + os.mkdir(RESULT_PATH) + +class SarsaConfig: + ''' parameters for Sarsa + ''' + def __init__(self): + self.epsilon = 0.15 # epsilon: The probability to select a random action . + self.gamma = 0.9 # gamma: Gamma discount factor. + self.lr = 0.2 # learning rate: step size parameter + self.n_episodes = 150 + self.n_steps = 2000 + +def sarsa_train(cfg,env,agent): + rewards = [] + ma_rewards = [] + for i_episode in range(cfg.n_episodes): + # Print out which episode we're on, useful for debugging. + # Generate an episode. + # An episode is an array of (state, action, reward) tuples + state = env.reset() + ep_reward = 0 + while True: + # for t in range(cfg.n_steps): + action = agent.choose_action(state) + next_state, reward, done = env.step(action) + ep_reward+=reward + next_action = agent.choose_action(next_state) + agent.update(state, action, reward, next_state, next_action,done) + state = next_state + if done: + break + if ma_rewards: + ma_rewards.append(ma_rewards[-1]*0.9+ep_reward*0.1) + else: + ma_rewards.append(ep_reward) + rewards.append(ep_reward) + # if (i_episode+1)%10==0: + # print("Episode:{}/{}: Reward:{}".format(i_episode+1, cfg.n_episodes,ep_reward)) + return rewards,ma_rewards + +if __name__ == "__main__": + sarsa_cfg = SarsaConfig() + env = RacetrackEnv() + n_actions=9 + agent = Sarsa(n_actions,sarsa_cfg) + rewards,ma_rewards = sarsa_train(sarsa_cfg,env,agent) + agent.save(path=SAVED_MODEL_PATH) + save_results(rewards,ma_rewards,tag='train',path=RESULT_PATH) + plot_rewards(rewards,ma_rewards,tag="train",algo = "On-Policy First-Visit MC Control",path=RESULT_PATH) + + diff --git a/codes/Sarsa/results/20210312-170254/ma_rewards_train.npy b/codes/Sarsa/results/20210312-170254/ma_rewards_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..e48eb0fc18db912f43861cb33bc4dc0c34f12c63 GIT binary patch literal 1328 zcmbV~>o?R10EXG6B5W$E!_JDWktQvcGP#dt)QE8#&BgGWF>YbpwpD1iQz}AR*qvlh zqDYd)$Yu3b6dIRo#*!|orBYPVc1l_O3;TR~pHI(+H`gm*8;hf^wo@&I94bx}C6K8m zWQVYgWQqwnOp=h4K*R=15<ovXOkoOgCfZwovYH7t8?&R ze{VfO*py)0g-fsTk%2m&q?6uI0I$EsGFuI#_@KR^=2Lw>s@b3S|8Y1Mvau%?{UyiX 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