From b6f63a91bf06404d1a2200f8b0cf592da7fd8f6e Mon Sep 17 00:00:00 2001 From: JohnJim0816 Date: Wed, 31 Mar 2021 15:37:09 +0800 Subject: [PATCH] update --- codes/DDPG/agent.py | 8 +- codes/DDPG/main.py | 41 +- .../20210331-010047/ma_rewards_train.npy | Bin 0 -> 2528 bytes .../20210331-010047/rewards_curve_train.png | Bin 0 -> 70492 bytes .../results/20210331-010047/rewards_train.npy | Bin 0 -> 2528 bytes .../saved_model/20210331-010047/checkpoint.pt | Bin 0 -> 6559 bytes codes/DQN/README.md | 2 +- codes/DQN/agent.py | 98 ++-- codes/DQN/main.ipynb | 467 +++++++++++++++++ codes/DQN/main.py | 73 ++- .../20210313-140409/ma_rewards_train.npy | Bin 2128 -> 0 bytes .../20210313-140409/rewards_curve_train.png | Bin 59149 -> 0 bytes .../results/20210313-140409/rewards_train.npy | Bin 2128 -> 0 bytes .../20210326-171704/ma_rewards_train.npy | Bin 2528 -> 0 bytes .../20210326-171704/rewards_curve_train.png | Bin 27858 -> 0 bytes .../results/20210326-171704/rewards_train.npy | Bin 2528 -> 0 bytes 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codes/HierarchicalDQN/results/20210331-145852/rewards_train.npy create mode 100644 codes/HierarchicalDQN/saved_model/20210331-134559/meta_checkpoint.pth create mode 100644 codes/HierarchicalDQN/saved_model/20210331-134559/policy_checkpoint.pth create mode 100644 codes/HierarchicalDQN/saved_model/20210331-145852/meta_checkpoint.pth create mode 100644 codes/HierarchicalDQN/saved_model/20210331-145852/policy_checkpoint.pth delete mode 100644 codes/QLearning/results/20210313-110213/ma_rewards_train.npy delete mode 100644 codes/QLearning/results/20210313-110213/rewards_curve_train.png delete mode 100644 codes/QLearning/results/20210313-110213/rewards_train.npy delete mode 100644 codes/QLearning/saved_model/20210313-110213/Qleaning_model.pkl diff --git a/codes/DDPG/agent.py b/codes/DDPG/agent.py index f2860b7..b080c15 100644 --- a/codes/DDPG/agent.py +++ b/codes/DDPG/agent.py @@ -5,7 +5,7 @@ @Email: johnjim0816@gmail.com @Date: 2020-06-09 20:25:52 @LastEditor: John -LastEditTime: 2021-03-17 20:43:25 +LastEditTime: 2021-03-31 00:56:32 @Discription: @Environment: python 3.7.7 ''' @@ -58,9 +58,7 @@ class DDPG: done = torch.FloatTensor(np.float32(done)).unsqueeze(1).to(self.device) # 注意critic将(s_t,a)作为输入 policy_loss = self.critic(state, self.actor(state)) - policy_loss = -policy_loss.mean() - next_action = self.target_actor(next_state) target_value = self.target_critic(next_state, next_action.detach()) expected_value = reward + (1.0 - done) * self.gamma * target_value @@ -87,7 +85,7 @@ class DDPG: param.data * self.soft_tau ) def save(self,path): - torch.save(self.target_net.state_dict(), path+'DDPG_checkpoint.pth') + torch.save(self.actor.state_dict(), path+'checkpoint.pt') def load(self,path): - self.actor.load_state_dict(torch.load(path+'DDPG_checkpoint.pth')) \ No newline at end of file + self.actor.load_state_dict(torch.load(path+'checkpoint.pt')) \ No newline at end of file diff --git a/codes/DDPG/main.py b/codes/DDPG/main.py index bee9d21..a3f6eef 100644 --- a/codes/DDPG/main.py +++ b/codes/DDPG/main.py @@ -5,12 +5,17 @@ @Email: johnjim0816@gmail.com @Date: 2020-06-11 20:58:21 @LastEditor: John -LastEditTime: 2021-03-19 19:57:00 +LastEditTime: 2021-03-31 01:04:48 @Discription: @Environment: python 3.7.7 ''' import sys,os -sys.path.append(os.getcwd()) # 添加当前终端路径 +from pathlib import Path +import sys,os +curr_path = os.path.dirname(__file__) +parent_path=os.path.dirname(curr_path) +sys.path.append(parent_path) # add current terminal path to sys.path + import torch import gym import numpy as np @@ -20,27 +25,23 @@ from DDPG.env import NormalizedActions,OUNoise 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) +SEQUENCE = datetime.datetime.now().strftime("%Y%m%d-%H%M%S") # obtain current time +SAVED_MODEL_PATH = curr_path+"/saved_model/"+SEQUENCE+'/' # path to save model +if not os.path.exists(curr_path+"/saved_model/"): os.mkdir(curr_path+"/saved_model/") +if not os.path.exists(SAVED_MODEL_PATH): os.mkdir(SAVED_MODEL_PATH) +RESULT_PATH = curr_path+"/results/"+SEQUENCE+'/' # path to save rewards +if not os.path.exists(curr_path+"/results/"): os.mkdir(curr_path+"/results/") +if not os.path.exists(RESULT_PATH): os.mkdir(RESULT_PATH) class DDPGConfig: def __init__(self): + self.algo = 'DDPG' self.gamma = 0.99 self.critic_lr = 1e-3 self.actor_lr = 1e-4 self.memory_capacity = 10000 self.batch_size = 128 self.train_eps =300 - self.train_steps = 200 self.eval_eps = 200 self.eval_steps = 200 self.target_update = 4 @@ -56,19 +57,19 @@ def train(cfg,env,agent): for i_episode in range(cfg.train_eps): state = env.reset() ou_noise.reset() + done = False ep_reward = 0 - for i_step in range(cfg.train_steps): + i_step = 0 + while not done: + i_step += 1 action = agent.choose_action(state) - action = ou_noise.get_action( - action, i_step) # 即paper中的random process + action = ou_noise.get_action(action, i_step) # 即paper中的random process next_state, reward, done, _ = env.step(action) ep_reward += reward agent.memory.push(state, action, reward, next_state, done) agent.update() state = next_state - if done: - break - print('Episode:{}/{}, Reward:{}, Steps:{}, 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+DQN是Q-leanning算法的优化和延伸,Q-leaning中使用有限的Q表存储值的信息,而DQN中则用神经网络替代Q表存储信息,这样更适用于高维的情况,相关知识基础可参考[datawhale李宏毅笔记-Q学习](https://datawhalechina.github.io/easy-rl/#/chapter6/chapter6)。 论文方面主要可以参考两篇,一篇就是2013年谷歌DeepMind团队的[Playing Atari with Deep Reinforcement Learning](https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf),一篇是也是他们团队后来在Nature杂志上发表的[Human-level control through deep reinforcement learning](https://web.stanford.edu/class/psych209/Readings/MnihEtAlHassibis15NatureControlDeepRL.pdf)。后者在算法层面增加target q-net,也可以叫做Nature DQN。 diff --git a/codes/DQN/agent.py b/codes/DQN/agent.py index 2b56175..7890270 100644 --- a/codes/DQN/agent.py +++ b/codes/DQN/agent.py @@ -5,7 +5,7 @@ @Email: johnjim0816@gmail.com @Date: 2020-06-12 00:50:49 @LastEditor: John -LastEditTime: 2021-03-13 14:56:23 +LastEditTime: 2021-03-30 17:01:26 @Discription: @Environment: python 3.7.7 ''' @@ -13,6 +13,8 @@ LastEditTime: 2021-03-13 14:56:23 ''' + + import torch import torch.nn as nn import torch.optim as optim @@ -23,61 +25,44 @@ from common.memory import ReplayBuffer from common.model import MLP class DQN: def __init__(self, state_dim, action_dim, cfg): - + self.action_dim = action_dim # 总的动作个数 self.device = cfg.device # 设备,cpu或gpu等 - self.gamma = cfg.gamma # 奖励的折扣因子 + self.gamma = cfg.gamma # 奖励的折扣因子 # e-greedy策略相关参数 - self.sample_count = 0 # 用于epsilon的衰减计数 - self.epsilon = 0 - self.epsilon_start = cfg.epsilon_start - self.epsilon_end = cfg.epsilon_end - self.epsilon_decay = cfg.epsilon_decay + self.frame_idx = 0 # 用于epsilon的衰减计数 + self.epsilon = lambda frame_idx: cfg.epsilon_end + \ + (cfg.epsilon_start - cfg.epsilon_end) * \ + math.exp(-1. * frame_idx / cfg.epsilon_decay) self.batch_size = cfg.batch_size - self.policy_net = MLP(state_dim, action_dim,hidden_dim=cfg.hidden_dim).to(self.device) - self.target_net = MLP(state_dim, action_dim,hidden_dim=cfg.hidden_dim).to(self.device) - # target_net的初始模型参数完全复制policy_net - self.target_net.load_state_dict(self.policy_net.state_dict()) - self.target_net.eval() # 不启用 BatchNormalization 和 Dropout - # 可查parameters()与state_dict()的区别,前者require_grad=True + self.policy_net = MLP(state_dim, action_dim, + hidden_dim=cfg.hidden_dim).to(self.device) + self.target_net = MLP(state_dim, action_dim, + hidden_dim=cfg.hidden_dim).to(self.device) self.optimizer = optim.Adam(self.policy_net.parameters(), lr=cfg.lr) self.loss = 0 self.memory = ReplayBuffer(cfg.memory_capacity) - def choose_action(self, state, train=True): + def choose_action(self, state): '''选择动作 ''' - if train: - self.epsilon = self.epsilon_end + (self.epsilon_start - self.epsilon_end) * \ - math.exp(-1. * self.sample_count / self.epsilon_decay) - self.sample_count += 1 - if random.random() > self.epsilon: - with torch.no_grad(): - # 先转为张量便于丢给神经网络,state元素数据原本为float64 - # 注意state=torch.tensor(state).unsqueeze(0)跟state=torch.tensor([state])等价 - state = torch.tensor( - [state], device=self.device, dtype=torch.float32) - # 如tensor([[-0.0798, -0.0079]], grad_fn=) - q_value = self.policy_net(state) - # tensor.max(1)返回每行的最大值以及对应的下标, - # 如torch.return_types.max(values=tensor([10.3587]),indices=tensor([0])) - # 所以tensor.max(1)[1]返回最大值对应的下标,即action - action = q_value.max(1)[1].item() - else: - action = random.randrange(self.action_dim) - return action - else: - with torch.no_grad(): # 取消保存梯度 - # 先转为张量便于丢给神经网络,state元素数据原本为float64 - # 注意state=torch.tensor(state).unsqueeze(0)跟state=torch.tensor([state])等价 - state = torch.tensor( - [state], device='cpu', dtype=torch.float32) # 如tensor([[-0.0798, -0.0079]], grad_fn=) - q_value = self.target_net(state) - # tensor.max(1)返回每行的最大值以及对应的下标, - # 如torch.return_types.max(values=tensor([10.3587]),indices=tensor([0])) - # 所以tensor.max(1)[1]返回最大值对应的下标,即action - action = q_value.max(1)[1].item() - return action + self.frame_idx += 1 + if random.random() > self.epsilon(self.frame_idx): + with torch.no_grad(): + # 先转为张量便于丢给神经网络,state元素数据原本为float64 + # 注意state=torch.tensor(state).unsqueeze(0)跟state=torch.tensor([state])等价 + state = torch.tensor( + [state], device=self.device, dtype=torch.float32) + # 如tensor([[-0.0798, -0.0079]], grad_fn=) + q_value = self.policy_net(state) + # tensor.max(1)返回每行的最大值以及对应的下标, + # 如torch.return_types.max(values=tensor([10.3587]),indices=tensor([0])) + # 所以tensor.max(1)[1]返回最大值对应的下标,即action + action = q_value.max(1)[1].item() + else: + action = random.randrange(self.action_dim) + return action + def update(self): if len(self.memory) < self.batch_size: @@ -96,32 +81,31 @@ class DQN: next_state_batch = torch.tensor( next_state_batch, device=self.device, dtype=torch.float) done_batch = torch.tensor(np.float32( - done_batch), device=self.device).unsqueeze(1) # 将bool转为float然后转为张量 + done_batch), device=self.device) '''计算当前(s_t,a)对应的Q(s_t, a)''' '''torch.gather:对于a=torch.Tensor([[1,2],[3,4]]),那么a.gather(1,torch.Tensor([[0],[1]]))=torch.Tensor([[1],[3]])''' q_values = self.policy_net(state_batch).gather( dim=1, index=action_batch) # 等价于self.forward # 计算所有next states的V(s_{t+1}),即通过target_net中选取reward最大的对应states - next_state_values = self.target_net( - next_state_batch).max(1)[0].detach() # 比如tensor([ 0.0060, -0.0171,...,]) + next_q_values = self.target_net(next_state_batch).max( + 1)[0].detach() # 比如tensor([ 0.0060, -0.0171,...,]) # 计算 expected_q_value # 对于终止状态,此时done_batch[0]=1, 对应的expected_q_value等于reward - expected_q_values = reward_batch + self.gamma * \ - next_state_values * (1-done_batch[0]) + expected_q_values = reward_batch + \ + self.gamma * next_q_values * (1-done_batch) # self.loss = F.smooth_l1_loss(q_values,expected_q_values.unsqueeze(1)) # 计算 Huber loss self.loss = nn.MSELoss()(q_values, expected_q_values.unsqueeze(1)) # 计算 均方误差loss # 优化模型 self.optimizer.zero_grad() # zero_grad清除上一步所有旧的gradients from the last step # loss.backward()使用backpropagation计算loss相对于所有parameters(需要gradients)的微分 self.loss.backward() - for param in self.policy_net.parameters(): # clip防止梯度爆炸 - param.grad.data.clamp_(-1, 1) - + # for param in self.policy_net.parameters(): # clip防止梯度爆炸 + # param.grad.data.clamp_(-1, 1) self.optimizer.step() # 更新模型 - def save(self,path): + def save(self, path): torch.save(self.target_net.state_dict(), path+'dqn_checkpoint.pth') - def load(self,path): - self.target_net.load_state_dict(torch.load(path+'dqn_checkpoint.pth')) + def load(self, path): + self.target_net.load_state_dict(torch.load(path+'dqn_checkpoint.pth')) diff --git a/codes/DQN/main.ipynb b/codes/DQN/main.ipynb new file mode 100644 index 0000000..e21c74c --- /dev/null +++ b/codes/DQN/main.ipynb @@ -0,0 +1,467 @@ +{ + "metadata": { + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10-final" + }, + "orig_nbformat": 2, + "kernelspec": { + "name": "python3", + "display_name": "Python 3", + "language": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 2, + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys,os\n", + "from pathlib import Path\n", + "curr_path = str(Path().absolute())\n", + "parent_path = str(Path().absolute().parent)\n", + "sys.path.append(parent_path) # add current terminal path to sys.path\n", + "import gym\n", + "import torch\n", + "import datetime\n", + "from DQN.agent import DQN\n", + "from common.plot import plot_rewards\n", + "from common.utils import save_results" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "SEQUENCE = datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\") # 获取当前时间\n", + "SAVED_MODEL_PATH = curr_path+\"/saved_model/\"+SEQUENCE+'/' # 生成保存的模型路径\n", + "if not os.path.exists(curr_path+\"/saved_model/\"): # 检测是否存在文件夹\n", + " os.mkdir(curr_path+\"/saved_model/\")\n", + "if not os.path.exists(SAVED_MODEL_PATH): # 检测是否存在文件夹\n", + " os.mkdir(SAVED_MODEL_PATH)\n", + "RESULT_PATH = curr_path+\"/results/\"+SEQUENCE+'/' # 存储reward的路径\n", + "if not os.path.exists(curr_path+\"/results/\"): # 检测是否存在文件夹\n", + " os.mkdir(curr_path+\"/results/\")\n", + "if not os.path.exists(RESULT_PATH): # 检测是否存在文件夹\n", + " os.mkdir(RESULT_PATH)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "class DQNConfig:\n", + " def __init__(self):\n", + " self.algo = \"DQN\" # 算法名称\n", + " self.gamma = 0.99\n", + " self.epsilon_start = 0.95 # e-greedy策略的初始epsilon\n", + " self.epsilon_end = 0.01\n", + " self.epsilon_decay = 200\n", + " self.lr = 0.01 # 学习率\n", + " self.memory_capacity = 800 # Replay Memory容量\n", + " self.batch_size = 64\n", + " self.train_eps = 300 # 训练的episode数目\n", + " self.train_steps = 200 # 训练每个episode的最大长度\n", + " self.target_update = 2 # target net的更新频率\n", + " self.eval_eps = 20 # 测试的episode数目\n", + " self.eval_steps = 200 # 测试每个episode的最大长度\n", + " self.device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\") # 检测gpu\n", + " self.hidden_dim = 128 # 神经网络隐藏层维度" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def train(cfg,env,agent):\n", + " print('Start to train !')\n", + " rewards = []\n", + " ma_rewards = [] # 滑动平均的reward\n", + " ep_steps = []\n", + " for i_episode in range(cfg.train_eps):\n", + " state = env.reset() # reset环境状态\n", + " ep_reward = 0\n", + " for i_step in range(cfg.train_steps):\n", + " action = agent.choose_action(state) # 根据当前环境state选择action\n", + " next_state, reward, done, _ = env.step(action) # 更新环境参数\n", + " ep_reward += reward\n", + " agent.memory.push(state, action, reward, next_state, done) # 将state等这些transition存入memory\n", + " state = next_state # 跳转到下一个状态\n", + " agent.update() # 每步更新网络\n", + " if done:\n", + " break\n", + " # 更新target network,复制DQN中的所有weights and biases\n", + " if i_episode % cfg.target_update == 0:\n", + " agent.target_net.load_state_dict(agent.policy_net.state_dict())\n", + " print('Episode:{}/{}, Reward:{}, Steps:{}, Done:{}'.format(i_episode+1,cfg.train_eps,ep_reward,i_step+1,done))\n", + " ep_steps.append(i_step)\n", + " rewards.append(ep_reward)\n", + " # 计算滑动窗口的reward\n", + " if ma_rewards:\n", + " ma_rewards.append(\n", + " 0.9*ma_rewards[-1]+0.1*ep_reward)\n", + " else:\n", + " ma_rewards.append(ep_reward) \n", + " print('Complete training!')\n", + " return rewards,ma_rewards" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Start to train !\n", + "Episode:1/300, Reward:41.0, Steps:41, Done:True\n", + "Episode:2/300, Reward:23.0, Steps:23, Done:True\n", + "Episode:3/300, Reward:19.0, Steps:19, Done:True\n", + "Episode:4/300, Reward:17.0, Steps:17, Done:True\n", + "Episode:5/300, Reward:14.0, Steps:14, Done:True\n", + "Episode:6/300, Reward:15.0, Steps:15, 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Done:True\n", + "Episode:283/300, Reward:200.0, Steps:200, Done:True\n", + "Episode:284/300, Reward:200.0, Steps:200, Done:True\n", + "Episode:285/300, Reward:200.0, Steps:200, Done:True\n", + "Episode:286/300, Reward:200.0, Steps:200, Done:True\n", + "Episode:287/300, Reward:200.0, Steps:200, Done:True\n", + "Episode:288/300, Reward:200.0, Steps:200, Done:True\n", + "Episode:289/300, Reward:200.0, Steps:200, Done:True\n", + "Episode:290/300, Reward:200.0, Steps:200, Done:True\n", + "Episode:291/300, Reward:200.0, Steps:200, Done:True\n", + "Episode:292/300, Reward:200.0, Steps:200, Done:True\n", + "Episode:293/300, Reward:200.0, Steps:200, Done:True\n", + "Episode:294/300, Reward:200.0, Steps:200, Done:True\n", + "Episode:295/300, Reward:200.0, Steps:200, Done:True\n", + "Episode:296/300, Reward:200.0, Steps:200, Done:True\n", + "Episode:297/300, Reward:200.0, Steps:200, Done:True\n", + "Episode:298/300, Reward:200.0, Steps:200, Done:True\n", + "Episode:299/300, Reward:200.0, Steps:200, Done:True\n", + "Episode:300/300, Reward:200.0, Steps:200, Done:True\n", + "Complete training!\n", + "results saved!\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": "

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\n" + }, + "metadata": {} + } + ], + "source": [ + "cfg = DQNConfig()\n", + "env = gym.make('CartPole-v0')\n", + "env.seed(1)\n", + "state_dim = env.observation_space.shape[0]\n", + "action_dim = env.action_space.n\n", + "agent = DQN(state_dim,action_dim,cfg)\n", + "rewards,ma_rewards = train(cfg,env,agent)\n", + "agent.save(path=SAVED_MODEL_PATH)\n", + "save_results(rewards,ma_rewards,tag='train',path=RESULT_PATH)\n", + "plot_rewards(rewards,ma_rewards,tag=\"train\",algo = cfg.algo,path=RESULT_PATH)" + ] + } + ] +} \ No newline at end of file diff --git a/codes/DQN/main.py b/codes/DQN/main.py index a6a998e..afc2f5f 100644 --- a/codes/DQN/main.py +++ b/codes/DQN/main.py @@ -5,12 +5,17 @@ @Email: johnjim0816@gmail.com @Date: 2020-06-12 00:48:57 @LastEditor: John -LastEditTime: 2021-03-26 17:17:17 +LastEditTime: 2021-03-30 16:59:19 @Discription: @Environment: python 3.7.7 ''' import sys,os -sys.path.append(os.getcwd()) # 添加当前终端路径 +from pathlib import Path +import sys,os +curr_path = os.path.dirname(__file__) +parent_path=os.path.dirname(curr_path) +sys.path.append(parent_path) # add current terminal path to sys.path + import gym import torch import datetime @@ -18,58 +23,52 @@ from DQN.agent import DQN 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 +SEQUENCE = datetime.datetime.now().strftime("%Y%m%d-%H%M%S") # obtain current time +SAVED_MODEL_PATH = curr_path+"/saved_model/"+SEQUENCE+'/' # path to save model +if not os.path.exists(curr_path+"/saved_model/"): + os.mkdir(curr_path+"/saved_model/") +if not os.path.exists(SAVED_MODEL_PATH): 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 +RESULT_PATH = curr_path+"/results/"+SEQUENCE+'/' # path to save rewards +if not os.path.exists(curr_path+"/results/"): + os.mkdir(curr_path+"/results/") +if not os.path.exists(RESULT_PATH): os.mkdir(RESULT_PATH) class DQNConfig: def __init__(self): - self.algo = "DQN" # 算法名称 - self.gamma = 0.99 - self.epsilon_start = 0.95 # e-greedy策略的初始epsilon + self.algo = "DQN" # name of algo + self.gamma = 0.95 + self.epsilon_start = 1 # e-greedy策略的初始epsilon self.epsilon_end = 0.01 - self.epsilon_decay = 200 - self.lr = 0.01 # 学习率 - self.memory_capacity = 800 # Replay Memory容量 - self.batch_size = 64 + self.epsilon_decay = 500 + self.lr = 0.0001 # learning rate + self.memory_capacity = 10000 # Replay Memory容量 + self.batch_size = 32 self.train_eps = 300 # 训练的episode数目 - self.train_steps = 200 # 训练每个episode的最大长度 self.target_update = 2 # target net的更新频率 self.eval_eps = 20 # 测试的episode数目 - self.eval_steps = 200 # 测试每个episode的最大长度 self.device = torch.device("cuda" if torch.cuda.is_available() else "cpu") # 检测gpu - self.hidden_dim = 128 # 神经网络隐藏层维度 + self.hidden_dim = 256 # 神经网络隐藏层维度 def train(cfg,env,agent): print('Start to train !') rewards = [] - ma_rewards = [] # 滑动平均的reward - ep_steps = [] + ma_rewards = [] # moveing average reward for i_episode in range(cfg.train_eps): - state = env.reset() # reset环境状态 + state = env.reset() + done = False ep_reward = 0 - for i_step in range(cfg.train_steps): - action = agent.choose_action(state) # 根据当前环境state选择action - next_state, reward, done, _ = env.step(action) # 更新环境参数 + while not done: + action = agent.choose_action(state) + next_state, reward, done, _ = env.step(action) ep_reward += reward - agent.memory.push(state, action, reward, next_state, done) # 将state等这些transition存入memory - state = next_state # 跳转到下一个状态 - agent.update() # 每步更新网络 - if done: - break - # 更新target network,复制DQN中的所有weights and biases + agent.memory.push(state, action, reward, next_state, done) + state = next_state + agent.update() if i_episode % cfg.target_update == 0: agent.target_net.load_state_dict(agent.policy_net.state_dict()) - print('Episode:{}/{}, Reward:{}, Steps:{}, Done:{}'.format(i_episode+1,cfg.train_eps,ep_reward,i_step+1,done)) - ep_steps.append(i_step) + print('Episode:{}/{}, Reward:{}'.format(i_episode+1,cfg.train_eps,ep_reward)) rewards.append(ep_reward) # 计算滑动窗口的reward if ma_rewards: @@ -82,8 +81,8 @@ def train(cfg,env,agent): if __name__ == "__main__": cfg = DQNConfig() - env = gym.make('CartPole-v0').unwrapped # 可google为什么unwrapped gym,此处一般不需要 - env.seed(1) # 设置env随机种子 + env = gym.make('CartPole-v0') + env.seed(1) state_dim = env.observation_space.shape[0] action_dim = env.action_space.n agent = DQN(state_dim,action_dim,cfg) diff --git a/codes/DQN/results/20210313-140409/ma_rewards_train.npy b/codes/DQN/results/20210313-140409/ma_rewards_train.npy deleted file mode 100644 index 4790db2954a8a3b76db1583ff778dbcd46349831..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 2128 zcmbWw`9IW&9|v$s`esYz?A)d>GdagN!%nZFa)dd{oneMgHpeo`Dz#yAwOt}fR9_UK z5)vuVMp+?8r4frFbVzcQzMtJc;rsgK`FLNCce0bfk?krgvsY$6O(YKU4W(I7XjXpa zG+heKFE~^ZDh%2c94Zq3)88uG6DB76VT3S5OxAR!2}5_iE+vZce@8*)-!S3#ZwxU` z_c&e?Zip^T`NJu54RJc|cemCI2C|Z0ncbxtB9CLsyc*1agW9ITn`aEMZ<^vh9QnA1(ff6!GKI<((Ci@4B$u?tyE0VM?oTrj~40S$$<;4H_CKzyJIh_RY4b> zZY`WqD;-SAb$rc<(Z{cHv~NXu`mnfVWk1xQhiF#w=Gy_f*lZrZZjrYRE-_WIo?B@{ zr%va%NAr4IKHK@*5zF=H)6ltms+5j58x}FlLg*-S41FbPpkZ`Nqfm054p*(L(UqTR z2ngCtU0y@O!$+3EeL@av zf^FQbA32YX-u*tF{GVwkzVw{(eJdS-r#u3R7t)c!=1s}x(C|)w_Sf6nXlSn$#Z`|{ z(P<}9o|aH?HN4bD#gvMHw^rE^-?R|()O4DAMhkf#A4i@E(!zHZyYjsq6^G`fT+xtf 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z;Jt352jdUY#sXRJ*foitxyb3_CJEm0C4dfVGqaB$&_wt2J5DMGn3-yqC6t9iPi z2iJbTj(Q96@Sj;nXz=4$T6Q;z2TrfR?GJX+V<+WcuuVNRUYLX);}7uL(ZcV* z;~SsXU!ue^^*H=I96;K2FL1{LO4PVnm&y+8hu3DD$DG3Bd=I#DjT3&{Aom`^H)JYy3B`o+jq=-A{1vOQg?sjN>;J4j^pkM-Fa2Sg*XAv2eSM}*vj6`fIs7+`Vw}Q1d+;!M z^*kwI2mV=SIZOU?^Isas;+F<5tA$7YS^wF||GxaIA~M=<{f2*kw(5(Wx)T4WDZ)D7 zzdhBkkHmkyo`2O-#@mh?Yde0t<-d;+l{J)PBCA?Mt`riB>waCJ9y!CjSe;?^zHK_mo zKB;Q`k0V*xT3Y?TUfsWboBsPqQCiaf!#@2l1?%7U>0iGU{r=l$r)vCvM*7e1;w)!b z*-`(w(V#wN|F!x5R?`0Wt@VF=xg;cFgdzS}gy+fqb6a8ZzwS%^$73?G|2!ry{Qa~2 I|JwHd0jkl_*Z=?k literal 0 HcmV?d00001 diff --git a/codes/DQN_cnn/main.py b/codes/DQN_cnn/main.py index 6e94e25..d25b2a0 100644 --- a/codes/DQN_cnn/main.py +++ b/codes/DQN_cnn/main.py @@ -5,12 +5,17 @@ @Email: johnjim0816@gmail.com @Date: 2020-06-11 10:01:09 @LastEditor: John -LastEditTime: 2021-03-23 20:43:28 +LastEditTime: 2021-03-29 20:23:48 @Discription: @Environment: python 3.7.7 ''' import sys,os -sys.path.append(os.getcwd()) # add current terminal path to sys.path +from pathlib import Path +import sys,os +curr_path = os.path.dirname(__file__) +parent_path=os.path.dirname(curr_path) +sys.path.append(parent_path) # add current terminal path to sys.path + import gym import torch import datetime @@ -19,17 +24,15 @@ from DQN_cnn.agent import DQNcnn from common.plot import plot_rewards from common.utils import save_results -sys.path.append(os.getcwd()) # add current terminal path to sys.path - SEQUENCE = datetime.datetime.now().strftime("%Y%m%d-%H%M%S") # obtain current time -SAVED_MODEL_PATH = os.path.split(os.path.abspath(__file__))[0]+"/saved_model/"+SEQUENCE+'/' # path to save model -if not os.path.exists(os.path.split(os.path.abspath(__file__))[0]+"/saved_model/"): - os.mkdir(os.path.split(os.path.abspath(__file__))[0]+"/saved_model/") +SAVED_MODEL_PATH = curr_path+"/saved_model/"+SEQUENCE+'/' # path to save model +if not os.path.exists(curr_path+"/saved_model/"): + os.mkdir(curr_path+"/saved_model/") if not os.path.exists(SAVED_MODEL_PATH): os.mkdir(SAVED_MODEL_PATH) -RESULT_PATH = os.path.split(os.path.abspath(__file__))[0]+"/results/"+SEQUENCE+'/' # path to save rewards -if not os.path.exists(os.path.split(os.path.abspath(__file__))[0]+"/results/"): - os.mkdir(os.path.split(os.path.abspath(__file__))[0]+"/results/") +RESULT_PATH = curr_path+"/results/"+SEQUENCE+'/' # path to save rewards +if not os.path.exists(curr_path+"/results/"): + os.mkdir(curr_path+"/results/") if not os.path.exists(RESULT_PATH): os.mkdir(RESULT_PATH) diff --git a/codes/DoubleDQN/memory.py b/codes/DoubleDQN/memory.py deleted file mode 100644 index 52394a5..0000000 --- a/codes/DoubleDQN/memory.py +++ /dev/null @@ -1,40 +0,0 @@ -#!/usr/bin/env python -# coding=utf-8 -''' -@Author: John -@Email: johnjim0816@gmail.com -@Date: 2020-06-10 15:27:16 -@LastEditor: John -LastEditTime: 2021-01-20 18:58:37 -@Discription: -@Environment: python 3.7.7 -''' -import random - -class ReplayBuffer: - - def __init__(self, capacity): - self.capacity = capacity # buffer的最大容量 - self.buffer = [] - self.position = 0 - - def push(self, state, action, reward, next_state, done): - '''以队列的方式将样本填入buffer中 - ''' - if len(self.buffer) < self.capacity: - self.buffer.append(None) - self.buffer[self.position] = (state, action, reward, next_state, done) - self.position = (self.position + 1) % self.capacity - - def sample(self, batch_size): - '''随机采样batch_size个样本 - ''' - batch = random.sample(self.buffer, batch_size) - state, action, reward, next_state, done = zip(*batch) - return state, action, reward, next_state, done - - def __len__(self): - '''返回buffer的长度 - ''' - return len(self.buffer) - diff --git a/codes/DoubleDQN/model.py b/codes/DoubleDQN/model.py deleted file mode 100644 index 282fa83..0000000 --- a/codes/DoubleDQN/model.py +++ /dev/null @@ -1,30 +0,0 @@ -#!/usr/bin/env python -# coding=utf-8 -''' -@Author: John -@Email: johnjim0816@gmail.com -@Date: 2020-06-12 00:47:02 -@LastEditor: John -LastEditTime: 2020-08-19 16:55:54 -@Discription: -@Environment: python 3.7.7 -''' -import torch.nn as nn -import torch.nn.functional as F - -class MLP(nn.Module): - def __init__(self, n_states=4, n_actions=18): - """ 初始化q网络,为全连接网络 - n_states: 输入的feature即环境的state数目 - n_actions: 输出的action总个数 - """ - super(MLP, self).__init__() - self.fc1 = nn.Linear(n_states, 128) # 输入层 - self.fc2 = nn.Linear(128, 128) # 隐藏层 - self.fc3 = nn.Linear(128, n_actions) # 输出层 - - def forward(self, x): - # 各层对应的激活函数 - x = F.relu(self.fc1(x)) - x = F.relu(self.fc2(x)) - return self.fc3(x) \ No newline at end of file diff --git a/codes/DoubleDQN/params.py b/codes/DoubleDQN/params.py deleted file mode 100644 index 75b9f24..0000000 --- a/codes/DoubleDQN/params.py +++ /dev/null @@ -1,51 +0,0 @@ -#!/usr/bin/env python -# coding=utf-8 -''' -Author: John -Email: johnjim0816@gmail.com -Date: 2020-12-22 15:22:17 -LastEditor: John -LastEditTime: 2021-01-21 14:30:38 -Discription: -Environment: -''' -import datetime -import os -import argparse - -ALGO_NAME = 'Double DQN' -SEQUENCE = datetime.datetime.now().strftime("%Y%m%d-%H%M%S") -SAVED_MODEL_PATH = os.path.split(os.path.abspath(__file__))[0]+"/saved_model/"+SEQUENCE+'/' -RESULT_PATH = os.path.split(os.path.abspath(__file__))[0]+"/results/"+SEQUENCE+'/' - -TRAIN_LOG_DIR=os.path.split(os.path.abspath(__file__))[0]+"/logs/train/" + SEQUENCE -EVAL_LOG_DIR=os.path.split(os.path.abspath(__file__))[0]+"/logs/eval/" + SEQUENCE - -def get_args(): - '''模型参数 - ''' - parser = argparse.ArgumentParser() - parser.add_argument("--train", default=1, type=int) # 1 表示训练,0表示只进行eval - parser.add_argument("--gamma", default=0.99, - type=float) # q-learning中的gamma - parser.add_argument("--epsilon_start", default=0.95, - type=float) # 基于贪心选择action对应的参数epsilon - parser.add_argument("--epsilon_end", default=0.01, type=float) - parser.add_argument("--epsilon_decay", default=500, type=float) - parser.add_argument("--policy_lr", default=0.01, type=float) - parser.add_argument("--memory_capacity", default=1000, - type=int, help="capacity of Replay Memory") - - parser.add_argument("--batch_size", default=32, type=int, - help="batch size of memory sampling") - parser.add_argument("--train_eps", default=200, type=int) # 训练的最大episode数目 - parser.add_argument("--train_steps", default=200, type=int) - parser.add_argument("--target_update", default=2, type=int, - help="when(every default 2 eisodes) to update target net ") # 更新频率 - - parser.add_argument("--eval_eps", default=100, type=int) # 训练的最大episode数目 - parser.add_argument("--eval_steps", default=200, - type=int) # 训练每个episode的长度 - config = parser.parse_args() - - return config \ No newline at end of file diff --git a/codes/DoubleDQN/plot.py b/codes/DoubleDQN/plot.py deleted file mode 100644 index 1004285..0000000 --- a/codes/DoubleDQN/plot.py +++ /dev/null @@ -1,48 +0,0 @@ -#!/usr/bin/env python -# coding=utf-8 -''' -@Author: John -@Email: johnjim0816@gmail.com -@Date: 2020-06-11 16:30:09 -@LastEditor: John -LastEditTime: 2020-12-22 15:24:31 -@Discription: -@Environment: python 3.7.7 -''' -import matplotlib.pyplot as plt -import seaborn as sns -import numpy as np -import os -from params import ALGO_NAME -def plot(item,ylabel='rewards_train', save_fig = True): - '''plot using searborn to plot - ''' - sns.set() - plt.figure() - plt.plot(np.arange(len(item)), item) - plt.title(ylabel+' of '+ALGO_NAME) - plt.ylabel(ylabel) - plt.xlabel('episodes') - if save_fig: - plt.savefig(os.path.dirname(__file__)+"/results/"+ylabel+".png") - plt.show() - - - # plt.show() -if __name__ == "__main__": - - output_path = os.path.split(os.path.abspath(__file__))[0]+"/results/" - tag = 'train' - rewards=np.load(output_path+"rewards_"+tag+".npy", ) - moving_average_rewards=np.load(output_path+"moving_average_rewards_"+tag+".npy",) - steps=np.load(output_path+"steps_"+tag+".npy") - plot(rewards) - plot(moving_average_rewards,ylabel='moving_average_rewards_'+tag) - plot(steps,ylabel='steps_'+tag) - tag = 'eval' - rewards=np.load(output_path+"rewards_"+tag+".npy", ) - moving_average_rewards=np.load(output_path+"moving_average_rewards_"+tag+".npy",) - steps=np.load(output_path+"steps_"+tag+".npy") - plot(rewards,ylabel='rewards_'+tag) - plot(moving_average_rewards,ylabel='moving_average_rewards_'+tag) - plot(steps,ylabel='steps_'+tag) diff --git a/codes/DoubleDQN/results/20210317-010120/ma_rewards_train.npy b/codes/DoubleDQN/results/20210317-010120/ma_rewards_train.npy deleted file mode 100644 index a4e7516758203d95aef99ac8f93ac607418e2f71..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 2128 zcmbW1`8yPf0)~quX*rT5sVrse`#NL!tVPB)V=QAZV~~!J5V91KN-H5HTM?DVT9zrK z^pr}-QdE{B%b?=4Dnsv@|rs8$_mO-u~Ppx8`u1g19S zV&^?G#+zF?O$+6Qa0(|xTjY}PO7bz$Wh)VhTBWDnUeL$Fi^{OBN{TBL9#%)%na`DMUv(G~ z6vM|Q)iB8k4Oo}0imnKWt2yUX;MyUUbPq1kb6$JQ2&eofwn^N{@-$t$!S%ytdK)) zljdiaKsj6<^e!8JLBM#%;{eBO0y_AwSXv(?poh}_qq&lREx!CsLsA4Z6|eVR;Z;DI 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zC**76$1+||61Q>p7TBLKla3wI0RwvPqbu$0jO%?4r`Jp6cVum#88n4vI(id2ZxAi{ zDTI!5rQ}4Op(5Boi@q@D=vtTtZCCuEH;hp87ztFHJ%Z7E4Z6`opY6@-fUC9l(5lN8 zpg(Ce@ru3!o-@t4?B?YVt@~1*ly#JDeP*i=-`PkvTzDo{El7rWxBa1e1s|8s^2euo z$8vXFUAXBl`RLY}EV{OIFL56fk3zJxVOluQECU@o2}gjk7R55 zyI9`p5pIG;eTw`))ELI<}?UwaNrgN*MM+jGBUlDLVCl@sfDJLhFNTeRHIswbLa=?>|F)h zZ%m@q0!^Azn@na^ZHGv&1f*+P4Mi0h5Hs#H=ug)m@gpV?@3s?AZ*&=ET(AJkQOm`z zntp^EStGb?Td-2S-1~3a$lpo*4Kt+k! z-a>XoSp^@&1n-?i%7_>rwru%_y`}YEIw^xmSq=O2)==%+`=5BSwz0AO5NFr+I(Ht6 zOl9qhlkssJdy(UZIO6sDlK=j$`{D?giT^*otsO-FvWFiWdHK&lv0i;~wrPD7N96P` zd)|Nc^u-bAd<@6N&e8hAalP+DeQ~zwsC;Bx%IDUHIPZJH;6C?Dp!W~XTmSR*9x!0s z+eXH!mhYM?Z?>}heYE(~p?JJB2B9phpSto0pZs;MeE0QM8=$ self.epsilon: + def set_goal(self,state): + if random.random() > self.epsilon(self.frame_idx): with torch.no_grad(): - meta_state = torch.tensor([meta_state], device=self.device, dtype=torch.float32) - q_value = self.policy_net(meta_state) - goal = q_value.max(1)[1].item() + state = torch.tensor(state, device=self.device, dtype=torch.float32).unsqueeze(0) + goal = self.meta_policy_net(state).max(1)[1].item() else: - goal = random.randrange(self.action_dim) - goal = self.meta_policy_net(meta_state) - onehot_goal = self.to_onehot(goal) - return onehot_goal + goal = random.randrange(self.state_dim) + return goal def choose_action(self,state): - self.epsilon = self.epsilon_end + (self.epsilon_start - self.epsilon_end) * math.exp(-1. * self.sample_count / self.epsilon_decay) - self.sample_count += 1 - if random.random() > self.epsilon: + self.frame_idx += 1 + if random.random() > self.epsilon(self.frame_idx): with torch.no_grad(): - state = torch.tensor([state], device=self.device, dtype=torch.float32) + state = torch.tensor(state, device=self.device, dtype=torch.float32).unsqueeze(0) q_value = self.policy_net(state) action = q_value.max(1)[1].item() else: action = random.randrange(self.action_dim) return action def update(self): + self.update_policy() + self.update_meta() + def update_policy(self): if self.batch_size > len(self.memory): - state_batch, action_batch, reward_batch, next_state_batch, done_batch = self.memory.sample(self.batch_size) - state_batch = torch.tensor( - state_batch, device=self.device, dtype=torch.float) - action_batch = torch.tensor(action_batch, device=self.device).unsqueeze(1) - reward_batch = torch.tensor(reward_batch, device=self.device, dtype=torch.float) - next_state_batch = torch.tensor(next_state_batch, device=self.device, dtype=torch.float) - done_batch = torch.tensor(np.float32(done_batch), device=self.device).unsqueeze(1) - q_values = self.policy_net(state_batch).gather(dim=1, index=action_batch) - next_state_values = self.target_net(next_state_batch).max(1)[0].detach() - expected_q_values = reward_batch + self.gamma * next_state_values * (1-done_batch[0]) - loss = nn.MSELoss()(q_values, expected_q_values.unsqueeze(1)) + return + state_batch, action_batch, reward_batch, next_state_batch, done_batch = self.memory.sample(self.batch_size) + state_batch = torch.tensor(state_batch,dtype=torch.float) + action_batch = torch.tensor(action_batch,dtype=torch.int64).unsqueeze(1) + reward_batch = torch.tensor(reward_batch,dtype=torch.float) + next_state_batch = torch.tensor(next_state_batch, dtype=torch.float) + done_batch = torch.tensor(np.float32(done_batch)) + q_values = self.policy_net(state_batch).gather(dim=1, index=action_batch).squeeze(1) + next_state_values = self.policy_net(next_state_batch).max(1)[0].detach() + expected_q_values = reward_batch + 0.99 * next_state_values * (1-done_batch) + loss = nn.MSELoss()(q_values, expected_q_values) self.optimizer.zero_grad() loss.backward() - for param in self.policy_net.parameters(): + for param in self.policy_net.parameters(): # clip防止梯度爆炸 param.grad.data.clamp_(-1, 1) - self.optimizer.step() - + self.optimizer.step() + self.loss_numpy = loss.detach().numpy() + self.losses.append(self.loss_numpy) + def update_meta(self): if self.batch_size > len(self.meta_memory): - meta_state_batch, meta_action_batch, meta_reward_batch, next_meta_state_batch, meta_done_batch = self.memory.sample(self.batch_size) - meta_state_batch = torch.tensor(meta_state_batch, device=self.device, dtype=torch.float) - meta_action_batch = torch.tensor(meta_action_batch, device=self.device).unsqueeze(1) - meta_reward_batch = torch.tensor(meta_reward_batch, device=self.device, dtype=torch.float) - next_meta_state_batch = torch.tensor(next_meta_state_batch, device=self.device, dtype=torch.float) - meta_done_batch = torch.tensor(np.float32(meta_done_batch), device=self.device).unsqueeze(1) - meta_q_values = self.meta_policy_net(meta_state_batch).gather(dim=1, index=meta_action_batch) - next_state_values = self.target_net(next_meta_state_batch).max(1)[0].detach() - expected_meta_q_values = meta_reward_batch + self.gamma * next_state_values * (1-meta_done_batch[0]) - meta_loss = nn.MSEmeta_loss()(meta_q_values, expected_meta_q_values.unsqueeze(1)) + return + state_batch, action_batch, reward_batch, next_state_batch, done_batch = self.meta_memory.sample(self.batch_size) + state_batch = torch.tensor(state_batch,dtype=torch.float) + action_batch = torch.tensor(action_batch,dtype=torch.int64).unsqueeze(1) + reward_batch = torch.tensor(reward_batch,dtype=torch.float) + next_state_batch = torch.tensor(next_state_batch, dtype=torch.float) + done_batch = torch.tensor(np.float32(done_batch)) + q_values = self.meta_policy_net(state_batch).gather(dim=1, index=action_batch).squeeze(1) + next_state_values = self.meta_policy_net(next_state_batch).max(1)[0].detach() + expected_q_values = reward_batch + 0.99 * next_state_values * (1-done_batch) + meta_loss = nn.MSELoss()(q_values, expected_q_values) self.meta_optimizer.zero_grad() meta_loss.backward() - for param in self.meta_policy_net.parameters(): + for param in self.meta_policy_net.parameters(): # clip防止梯度爆炸 param.grad.data.clamp_(-1, 1) self.meta_optimizer.step() + self.meta_loss_numpy = meta_loss.detach().numpy() + self.meta_losses.append(self.meta_loss_numpy) + + def save(self, path): + torch.save(self.policy_net.state_dict(), path+'policy_checkpoint.pth') + torch.save(self.meta_policy_net.state_dict(), path+'meta_checkpoint.pth') + + def load(self, path): + self.policy_net.load_state_dict(torch.load(path+'policy_checkpoint.pth')) + self.meta_policy_net.load_state_dict(torch.load(path+'meta_checkpoint.pth')) + + \ No newline at end of file diff --git a/codes/HierarchicalDQN/assets/image-20210331153115575.png b/codes/HierarchicalDQN/assets/image-20210331153115575.png new file mode 100644 index 0000000000000000000000000000000000000000..5bb92511bba8b5a4013c1eaa05e153bbf0c65127 GIT binary patch literal 114175 zcmeFZbySpZ+b#^qh=PhDA&ns2AR&#QbV$mOigb6kib^UB-NKLqNOve9-JObbcMP$w z@p+%;d*8j__x-!~THCb&ov>>O0~|(O&Fp>Z<8nkX;m{vEwshqERj1HNhtE_xzxZ)(`~YazjUJQqC$* zdO@Z7inHmu{R65d2Q_}}5X~H0ILRhiiA?a~(@9LU*p|hPV)S0?0C$a4D$*TO(f6b3 zOp(&)y_~-M%2W$D4;A0Ks(GJ3CeTCscC92@T<12Y;4V)0TK%@ko!#Bzu^%rJM^eHi 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