From f4a37178d2aefe4eb7109e6dd679dfece1a0e313 Mon Sep 17 00:00:00 2001 From: JohnJim0816 Date: Fri, 12 Mar 2021 16:21:09 +0800 Subject: [PATCH] add MonteCarlo --- codes/MonteCarlo/Figure_1.png | Bin 0 -> 111555 bytes codes/MonteCarlo/README.md | 44 +++++++++ codes/MonteCarlo/agent.py | 64 +++++++++++++ codes/MonteCarlo/assets/action_grid.png | Bin 0 -> 106842 bytes codes/MonteCarlo/assets/mc_control_algo.png | Bin 0 -> 184705 bytes codes/MonteCarlo/assets/track_big.png | Bin 0 -> 29588 bytes codes/MonteCarlo/main.py | 88 ++++++++++++++++++ .../20210312-161601/ma_rewards_train.npy | Bin 0 -> 2528 bytes .../20210312-161601/rewards_curve_train.png | Bin 0 -> 40882 bytes .../results/20210312-161601/rewards_train.npy | Bin 0 -> 2528 bytes 10 files changed, 196 insertions(+) create mode 100644 codes/MonteCarlo/Figure_1.png create mode 100644 codes/MonteCarlo/README.md create mode 100644 codes/MonteCarlo/agent.py create mode 100644 codes/MonteCarlo/assets/action_grid.png create mode 100644 codes/MonteCarlo/assets/mc_control_algo.png create mode 100644 codes/MonteCarlo/assets/track_big.png create mode 100644 codes/MonteCarlo/main.py create mode 100644 codes/MonteCarlo/results/20210312-161601/ma_rewards_train.npy create mode 100644 codes/MonteCarlo/results/20210312-161601/rewards_curve_train.png create mode 100644 codes/MonteCarlo/results/20210312-161601/rewards_train.npy diff --git a/codes/MonteCarlo/Figure_1.png b/codes/MonteCarlo/Figure_1.png new file mode 100644 index 0000000000000000000000000000000000000000..ef0bfdc90b4b707dafe41dc832fa94ad5528d25b GIT binary patch literal 111555 zcmeFZWmHw+_bq&o6hRS@kTO99q`MKYKoF2FIdpfIq)4eCDIg#!(k)#A(x7yAcgF$l z+P}Q_{rHai<&N=p3cCEUAD(;le+$YY6b* zFVm487x;_cUP{$o(aO-?>6NVkO7@k#wYinOxryF&M*~|s6Dv#32b>SMn6De#+gsZS zu(DeG=LHX}Y>ik+l-kPRBIm6itJ$GYbalvYEXytj5fl~*^+Zx!$@$aDsDm?^$}s-K z_=@GoXwXA~Yu9TlAK#OI>K`@5A|G9{rF_q0I7j=t{5L7}%t(p%&2S8sK@_#6p6?9(*JYo|5+;vuC&z6w29} zgZacK(Otw6re_tEmB~u?S+XCdDb#j$c79H5ToVna;rA&S_oS{5Ab#lV%=alF;T0N< 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z;;~P)&fP4$mEux?`e9R+0#ID5QW}Eh_BQpgh0{jQu7uYq3W;|{W&?en?xKscOCtPgOsj5EO9cP|US z@aMf1MaxAHs^Bt8F$*W3nk`LDFW$NXvW0fkH7>95ZiTCc*ehP?-Rhd;&nGGbG!X45 z&YIt=HUXzg?~M4wK^MQXO8PRARF5ykWGiYX2`3ThUgl)Gn>{p2qqs{*jd!S!(HhGk@PVE$)HxATB?w89gd?`;N_!{ar!ti=C`)C|z~-1T z8%ZuU9Gqj%8G0$Axx-IkBWn|nYJSAzHqu8)_w7N!m0?w8IX z{=Ad7f2U7VZ&4q=Ny}f}vqk(*H8KA~NzMP)x3{!4a + +For example, taking action 8 will increase the agent's speed in the $x$ direction, but decrease its speed in the $y$ direction. + +## First-Visit MC 介绍 + +伪代码: + +![mc_control_algo](assets/mc_control_algo.png) \ No newline at end of file diff --git a/codes/MonteCarlo/agent.py b/codes/MonteCarlo/agent.py new file mode 100644 index 0000000..8efe36b --- /dev/null +++ b/codes/MonteCarlo/agent.py @@ -0,0 +1,64 @@ +#!/usr/bin/env python +# coding=utf-8 +''' +Author: John +Email: johnjim0816@gmail.com +Date: 2021-03-12 16:14:34 +LastEditor: John +LastEditTime: 2021-03-12 16:15:12 +Discription: +Environment: +''' +import numpy as np +from collections import defaultdict +import torch + +class FisrtVisitMC: + ''' On-Policy First-Visit MC Control + ''' + def __init__(self,n_actions,cfg): + self.n_actions = n_actions + self.epsilon = cfg.epsilon + self.gamma = cfg.gamma + self.Q = defaultdict(lambda: np.zeros(n_actions)) + self.returns_sum = defaultdict(float) # sum of returns + self.returns_count = defaultdict(float) + + def choose_action(self,state): + ''' e-greed policy ''' + 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 + def update(self,one_ep_transition): + # Find all (state, action) pairs we've visited in this one_ep_transition + # We convert each state to a tuple so that we can use it as a dict key + sa_in_episode = set([(tuple(x[0]), x[1]) for x in one_ep_transition]) + for state, action in sa_in_episode: + sa_pair = (state, action) + # Find the first occurence of the (state, action) pair in the one_ep_transition + first_occurence_idx = next(i for i,x in enumerate(one_ep_transition) + if x[0] == state and x[1] == action) + # Sum up all rewards since the first occurance + G = sum([x[2]*(self.gamma**i) for i,x in enumerate(one_ep_transition[first_occurence_idx:])]) + # Calculate average return for this state over all sampled episodes + self.returns_sum[sa_pair] += G + self.returns_count[sa_pair] += 1.0 + self.Q[state][action] = self.returns_sum[sa_pair] / self.returns_count[sa_pair] + 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, + 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,pickle_module=dill) \ No newline at end of file diff --git a/codes/MonteCarlo/assets/action_grid.png b/codes/MonteCarlo/assets/action_grid.png new file mode 100644 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+from MonteCarlo.agent import FisrtVisitMC +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 MCConfig: + def __init__(self): + self.epsilon = 0.15 # epsilon: The probability to select a random action . + self.gamma = 0.9 # gamma: Gamma discount factor. + self.n_episodes = 300 + self.n_steps = 2000 + +def get_mc_args(): + '''set parameters + ''' + parser = argparse.ArgumentParser() + parser.add_argument("--epsilon", default=0.15, type=float) # epsilon: The probability to select a random action . float between 0 and 1. + parser.add_argument("--gamma", default=0.9, type=float) # gamma: Gamma discount factor. + parser.add_argument("--n_episodes", default=150, type=int) + parser.add_argument("--n_steps", default=2000, type=int) + mc_cfg = parser.parse_args() + return mc_cfg + + + +def mc_train(cfg,env,agent): + rewards = [] + ma_rewards = [] # moving average rewards + for i_episode in range(cfg.n_episodes): + one_ep_transition = [] + 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 + one_ep_transition.append((state, action, reward)) + state = next_state + if done: + break + rewards.append(ep_reward) + if ma_rewards: + ma_rewards.append(ma_rewards[-1]*0.9+ep_reward*0.1) + else: + ma_rewards.append(ep_reward) + agent.update(one_ep_transition) + if (i_episode+1)%10==0: + print("Episode:{}/{}: Reward:{}".format(i_episode+1, mc_cfg.n_episodes,ep_reward)) + return rewards,ma_rewards +if __name__ == "__main__": + mc_cfg = MCConfig() + env = RacetrackEnv() + n_actions=9 + agent = FisrtVisitMC(n_actions,mc_cfg) + rewards,ma_rewards= mc_train(mc_cfg,env,agent) + 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/MonteCarlo/results/20210312-161601/ma_rewards_train.npy b/codes/MonteCarlo/results/20210312-161601/ma_rewards_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..57349866290c3ebc1e7421a475014fd411b04ec9 GIT binary patch literal 2528 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