From ef99b4664d6351416533565c81f319224a04ebf9 Mon Sep 17 00:00:00 2001 From: johnjim0816 Date: Sun, 24 Apr 2022 22:18:44 +0800 Subject: [PATCH] update sarsa --- codes/Sarsa/agent.py | 29 +++++--- .../20210506-171245/models/sarsa_model.pkl | Bin 159087 -> 0 bytes .../results/eval_ma_rewards.npy | Bin 528 -> 0 bytes .../20210506-171245/results/eval_rewards.npy | Bin 528 -> 0 bytes .../results/eval_rewards_curve.png | Bin 55914 -> 0 bytes .../results/train_ma_rewards.npy | Bin 1728 -> 0 bytes .../20210506-171245/results/train_rewards.npy | Bin 1728 -> 0 bytes .../results/train_rewards_curve.png | Bin 43311 -> 0 bytes .../20220424-221748/models/sarsa_model.pkl | Bin 0 -> 136431 bytes .../results/test_ma_rewards.npy | Bin 0 -> 288 bytes .../20220424-221748/results/test_rewards.npy | Bin 0 -> 208 bytes .../results/test_rewards_curve.png | Bin 0 -> 38111 bytes .../results/train_ma_rewards.npy | Bin 0 -> 2528 bytes .../20220424-221748/results/train_rewards.npy | Bin 0 -> 1328 bytes .../results/train_rewards_curve.png | Bin 0 -> 55665 bytes codes/Sarsa/task0_train.py | 68 +++++++++--------- 16 files changed, 53 insertions(+), 44 deletions(-) delete mode 100644 codes/Sarsa/outputs/CliffWalking-v0/20210506-171245/models/sarsa_model.pkl delete mode 100644 codes/Sarsa/outputs/CliffWalking-v0/20210506-171245/results/eval_ma_rewards.npy delete mode 100644 codes/Sarsa/outputs/CliffWalking-v0/20210506-171245/results/eval_rewards.npy delete mode 100644 codes/Sarsa/outputs/CliffWalking-v0/20210506-171245/results/eval_rewards_curve.png delete mode 100644 codes/Sarsa/outputs/CliffWalking-v0/20210506-171245/results/train_ma_rewards.npy delete mode 100644 codes/Sarsa/outputs/CliffWalking-v0/20210506-171245/results/train_rewards.npy delete mode 100644 codes/Sarsa/outputs/CliffWalking-v0/20210506-171245/results/train_rewards_curve.png create mode 100644 codes/Sarsa/outputs/CliffWalking-v0/20220424-221748/models/sarsa_model.pkl create mode 100644 codes/Sarsa/outputs/CliffWalking-v0/20220424-221748/results/test_ma_rewards.npy create mode 100644 codes/Sarsa/outputs/CliffWalking-v0/20220424-221748/results/test_rewards.npy create mode 100644 codes/Sarsa/outputs/CliffWalking-v0/20220424-221748/results/test_rewards_curve.png create mode 100644 codes/Sarsa/outputs/CliffWalking-v0/20220424-221748/results/train_ma_rewards.npy create mode 100644 codes/Sarsa/outputs/CliffWalking-v0/20220424-221748/results/train_rewards.npy create mode 100644 codes/Sarsa/outputs/CliffWalking-v0/20220424-221748/results/train_rewards_curve.png diff --git a/codes/Sarsa/agent.py b/codes/Sarsa/agent.py index 020f6da..4ed885b 100644 --- a/codes/Sarsa/agent.py +++ b/codes/Sarsa/agent.py @@ -5,30 +5,37 @@ Author: John Email: johnjim0816@gmail.com Date: 2021-03-12 16:58:16 LastEditor: John -LastEditTime: 2021-03-13 11:02:50 +LastEditTime: 2022-04-24 21:14:23 Discription: Environment: ''' import numpy as np from collections import defaultdict import torch +import math class Sarsa(object): def __init__(self, - action_dim,sarsa_cfg,): - self.action_dim = action_dim # 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(action_dim)) - # self.Q = np.zeros((state_dim, action_dim)) # Q表 + n_actions,cfg,): + self.n_actions = n_actions # number of actions + self.lr = cfg.lr # learning rate + self.gamma = cfg.gamma + self.sample_count = 0 + self.epsilon_start = cfg.epsilon_start + self.epsilon_end = cfg.epsilon_end + self.epsilon_decay = cfg.epsilon_decay + self.Q = defaultdict(lambda: np.zeros(n_actions)) + # self.Q = np.zeros((state_dim, n_actions)) # Q表 def choose_action(self, state): + self.sample_count += 1 + self.epsilon = self.epsilon_end + (self.epsilon_start - self.epsilon_end) * \ + math.exp(-1. * self.sample_count / self.epsilon_decay) # The probability to select a random action, is is log decayed best_action = np.argmax(self.Q[state]) - # action = best_action - action_probs = np.ones(self.action_dim, dtype=float) * self.epsilon / self.action_dim + 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 - + def predict_action(self,state): + return np.argmax(self.Q[state]) def update(self, state, action, reward, next_state, next_action,done): Q_predict = self.Q[state][action] if done: diff --git a/codes/Sarsa/outputs/CliffWalking-v0/20210506-171245/models/sarsa_model.pkl b/codes/Sarsa/outputs/CliffWalking-v0/20210506-171245/models/sarsa_model.pkl deleted file mode 100644 index ff25fd5350619b692111ef9675385fd30e7d6a9d..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 159087 zcmbTf2Uu21miLQ-sF-ukIp^##=j=8|M8SyREw?!#lEFYQgP;QD03re+^sJhhp6;HU zbIv*EnZCbOZ0&P;?)~PupXWKNYQMGKx7L4Gtx&6KZ`Ldij|dBE)-3FQ{A(N5J}k!U z*?-_<+?d!HKW6l?L-C8|wGP|*jeiM^_v|?uA0M~JKXCNO@u=9iy)h@^{n!J0{HRda zp4bEN@uQ=aMn&&2aWQ^e^xhLk9B)*p(a`_5_B}^q1hb|9u|AjB_@C~kgaej1+ z@0+Ml_%}X3aQN6!<3}Gp8haw1??-HI3ZQ8Hu|3B_O_D>AUa0BjNIr`@q92BurG%P$ zp{UKR_{a~FqDGPyCJ!5}3k$VyZ1FMvfg|HWEmK0Ryin^^$)Prz8^e0!Sg7shCREPG znWM);?NUPRhix9o^_cxf566u;cyP>uxZ{WXqsPXW_)-1||EM_-6MuZnx)^gjW=zb! zxFi1PV`oAgHtYSK86R_acWlh8P{-w+zkwzGXiRLhf94oCI=RkvpYh|4hdL*Rx_F_k z!@N+p%~5b1x9HQMzR6;10NKRP;Uf5%nd=pq=5J#mao zsQ2>b$)P@8sBdzp--S^BReorI7aEux8svor4;{L^(elPR6n<#P{_y<~n|sprkrRiH zof*C7sEHdLeVFk+5MxZtndlRTWBmQ0p~)d+9KN|FjL{};5A(t|C-(TE5hKZP1s{I?2D~(Tgtn^Qe&?Sm?c-kyV!)Dwn*w)+MClm+l1|s z)Zf;gj2dba zkJ|50&)pBod0uFKfO5h9X)38fQhR5Dy=<$HBd0e%op{n_O_eOE?njR)zD=?3ZF=V( zT-<84;j3d((cdQQlB+g#sNA%#_{Qcfk|EdH9qq}Nui4j<18b6fp_m?Q7$^7p#`mRK zVc$w>lgX07=b?ov@ggs@*bgm1V&rWY_obi3U8dqL_d+WIaaT5odlYduO5w$$lO}LK zY@WS+cAH$?*n;|PFqC3_(EUvihqO}V^rB(knjSyy|ZHGXKVySsXS8EWsdtm{

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a/codes/Sarsa/task0_train.py +++ b/codes/Sarsa/task0_train.py @@ -5,61 +5,63 @@ Author: John Email: johnjim0816@gmail.com Date: 2021-03-11 17:59:16 LastEditor: John -LastEditTime: 2021-05-06 17:12:37 +LastEditTime: 2022-04-24 22:17:05 Discription: Environment: ''' import sys,os -curr_path = os.path.dirname(__file__) +curr_path = os.path.dirname(os.path.abspath(__file__)) # current path of file parent_path = os.path.dirname(curr_path) sys.path.append(parent_path) # add current terminal path to sys.path import datetime +import torch from envs.racetrack_env import RacetrackEnv from Sarsa.agent import Sarsa -from common.plot import plot_rewards -from common.utils import save_results,make_dir +from common.utils import save_results,make_dir,plot_rewards curr_time = datetime.datetime.now().strftime("%Y%m%d-%H%M%S") # obtain current time -class SarsaConfig: +class Config: ''' parameters for Sarsa ''' def __init__(self): - self.algo = 'Qlearning' - self.env = 'CliffWalking-v0' # 0 up, 1 right, 2 down, 3 left - self.result_path = curr_path+"/outputs/" +self.env+'/'+curr_time+'/results/' # path to save results - self.model_path = curr_path+"/outputs/" +self.env+'/'+curr_time+'/models/' # path to save models - self.train_eps = 200 - self.test_eps = 50 - self.epsilon = 0.15 # epsilon: The probability to select a random action . - self.gamma = 0.9 # gamma: Gamma discount factor. + self.algo_name = 'Qlearning' + self.env_name = 'CliffWalking-v0' # 0 up, 1 right, 2 down, 3 left + self.device = torch.device("cuda" if torch.cuda.is_available() else "cpu") # check GPU + self.result_path = curr_path+"/outputs/" +self.env_name+'/'+curr_time+'/results/' # path to save results + self.model_path = curr_path+"/outputs/" +self.env_name+'/'+curr_time+'/models/' # path to save models + self.train_eps = 300 + self.test_eps = 20 + self.epsilon_start = 0.90 # start value of epsilon + self.epsilon_end = 0.01 # end value of epsilon + self.epsilon_decay = 200 # decay rate of epsilon + self.gamma = 0.99 # gamma: Gamma discount factor. self.lr = 0.2 # learning rate: step size parameter - self.n_steps = 2000 + self.n_steps = 200 + self.save = True # if save figures def env_agent_config(cfg,seed=1): env = RacetrackEnv() - action_dim=9 + action_dim = 9 agent = Sarsa(action_dim,cfg) return env,agent def train(cfg,env,agent): rewards = [] ma_rewards = [] - for i_episode in range(cfg.train_eps): - # Print out which episode we're on, useful for debugging. - # Generate an episode. - # An episode is an array of (state, action, reward) tuples + for i_ep in range(cfg.train_eps): state = env.reset() + action = agent.choose_action(state) ep_reward = 0 - while True: - # for t in range(cfg.n_steps): - action = agent.choose_action(state) + # while True: + for _ in range(cfg.n_steps): 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 + action = next_action if done: break if ma_rewards: @@ -67,22 +69,22 @@ def train(cfg,env,agent): else: ma_rewards.append(ep_reward) rewards.append(ep_reward) - if (i_episode+1)%10==0: - print("Episode:{}/{}: Reward:{}".format(i_episode+1, cfg.train_eps,ep_reward)) + if (i_ep+1)%2==0: + print(f"Episode:{i_ep+1}, Reward:{ep_reward}, Epsilon:{agent.epsilon}") return rewards,ma_rewards def eval(cfg,env,agent): rewards = [] ma_rewards = [] - for i_episode in range(cfg.test_eps): + for i_ep in range(cfg.test_eps): # 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) + # for _ in range(cfg.n_steps): + action = agent.predict_action(state) next_state, reward, done = env.step(action) ep_reward+=reward state = next_state @@ -93,25 +95,25 @@ def eval(cfg,env,agent): else: ma_rewards.append(ep_reward) rewards.append(ep_reward) - if (i_episode+1)%10==0: - print("Episode:{}/{}: Reward:{}".format(i_episode+1, cfg.test_eps,ep_reward)) + if (i_ep+1)%1==0: + print("Episode:{}/{}: Reward:{}".format(i_ep+1, cfg.test_eps,ep_reward)) print('Complete evaling!') return rewards,ma_rewards if __name__ == "__main__": - cfg = SarsaConfig() + cfg = Config() env,agent = env_agent_config(cfg,seed=1) rewards,ma_rewards = train(cfg,env,agent) make_dir(cfg.result_path,cfg.model_path) agent.save(path=cfg.model_path) save_results(rewards,ma_rewards,tag='train',path=cfg.result_path) - plot_rewards(rewards,ma_rewards,tag="train",env=cfg.env,algo = cfg.algo,path=cfg.result_path) + plot_rewards(rewards, ma_rewards, cfg, tag="train") env,agent = env_agent_config(cfg,seed=10) agent.load(path=cfg.model_path) rewards,ma_rewards = eval(cfg,env,agent) - save_results(rewards,ma_rewards,tag='eval',path=cfg.result_path) - plot_rewards(rewards,ma_rewards,tag="eval",env=cfg.env,algo = cfg.algo,path=cfg.result_path) + save_results(rewards,ma_rewards,tag='test',path=cfg.result_path) + plot_rewards(rewards, ma_rewards, cfg, tag="test")