From cf9887f6d092829ff582013301a4bfb692ebad93 Mon Sep 17 00:00:00 2001 From: JohnJim0816 Date: Thu, 15 Oct 2020 22:07:12 +0800 Subject: [PATCH] update DQN --- codes/dqn/.vscode/settings.json | 3 + codes/dqn/README.md | 24 ++++ codes/dqn/{dqn.py => agent.py} | 72 ++++++----- ...vents.1602770409.MacBook-Pro.local.21607.3 | Bin 0 -> 5940 bytes ...vents.1602770409.MacBook-Pro.local.21607.5 | Bin 0 -> 4540 bytes ...vents.1602770409.MacBook-Pro.local.21607.4 | Bin 0 -> 4540 bytes ...vents.1602770377.MacBook-Pro.local.21607.0 | Bin 0 -> 11913 bytes ...vents.1602770377.MacBook-Pro.local.21607.2 | Bin 0 -> 9113 bytes ...vents.1602770377.MacBook-Pro.local.21607.1 | Bin 0 -> 9113 bytes codes/dqn/main.py | 122 +++++++++++++----- codes/dqn/plot.py | 40 +++++- .../moving_average_rewards_eval.npy | Bin 0 -> 928 bytes .../moving_average_rewards_train.npy | Bin 0 -> 1728 bytes .../result/20201015-215937/rewards_eval.npy | Bin 0 -> 928 bytes .../result/20201015-215937/rewards_train.npy | Bin 0 -> 1728 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Bin 0 -> 23044 bytes codes/dqn/result/steps_of_each_episode.png | Bin 52426 -> 0 bytes codes/dqn/result/steps_train.npy | Bin 0 -> 1728 bytes codes/dqn/result/steps_train.png | Bin 0 -> 48997 bytes .../20201015-215937/checkpoint.pth | Bin 0 -> 71979 bytes codes/dqn/saved_model/checkpoint.pth | Bin 0 -> 71979 bytes codes/dqn/utils.py | 21 +++ 38 files changed, 212 insertions(+), 70 deletions(-) create mode 100644 codes/dqn/.vscode/settings.json create mode 100644 codes/dqn/README.md rename codes/dqn/{dqn.py => agent.py} (63%) create mode 100644 codes/dqn/logs/eval/20201015-215937/events.out.tfevents.1602770409.MacBook-Pro.local.21607.3 create mode 100644 codes/dqn/logs/eval/20201015-215937/rewards_moving_average/events.out.tfevents.1602770409.MacBook-Pro.local.21607.5 create mode 100644 codes/dqn/logs/eval/20201015-215937/rewards_raw/events.out.tfevents.1602770409.MacBook-Pro.local.21607.4 create mode 100644 codes/dqn/logs/train/20201015-215937/events.out.tfevents.1602770377.MacBook-Pro.local.21607.0 create mode 100644 codes/dqn/logs/train/20201015-215937/rewards_moving_average/events.out.tfevents.1602770377.MacBook-Pro.local.21607.2 create mode 100644 codes/dqn/logs/train/20201015-215937/rewards_raw/events.out.tfevents.1602770377.MacBook-Pro.local.21607.1 create mode 100644 codes/dqn/result/20201015-215937/moving_average_rewards_eval.npy create mode 100644 codes/dqn/result/20201015-215937/moving_average_rewards_train.npy create mode 100644 codes/dqn/result/20201015-215937/rewards_eval.npy create mode 100644 codes/dqn/result/20201015-215937/rewards_train.npy create mode 100644 codes/dqn/result/20201015-215937/steps_eval.npy create mode 100644 codes/dqn/result/20201015-215937/steps_train.npy delete mode 100644 codes/dqn/result/moving_average_rewards.npy delete mode 100644 codes/dqn/result/moving_average_rewards.png create mode 100644 codes/dqn/result/moving_average_rewards_eval.npy create mode 100644 codes/dqn/result/moving_average_rewards_eval.png create mode 100644 codes/dqn/result/moving_average_rewards_train.npy create mode 100644 codes/dqn/result/moving_average_rewards_train.png delete mode 100644 codes/dqn/result/rewards.npy delete mode 100644 codes/dqn/result/rewards.png create mode 100644 codes/dqn/result/rewards_eval.npy create mode 100644 codes/dqn/result/rewards_eval.png create mode 100644 codes/dqn/result/rewards_train.npy create mode 100644 codes/dqn/result/rewards_train.png delete mode 100644 codes/dqn/result/steps.npy create mode 100644 codes/dqn/result/steps_eval.npy create mode 100644 codes/dqn/result/steps_eval.png delete mode 100644 codes/dqn/result/steps_of_each_episode.png create mode 100644 codes/dqn/result/steps_train.npy create mode 100644 codes/dqn/result/steps_train.png create mode 100644 codes/dqn/saved_model/20201015-215937/checkpoint.pth create mode 100644 codes/dqn/saved_model/checkpoint.pth create mode 100644 codes/dqn/utils.py diff --git a/codes/dqn/.vscode/settings.json b/codes/dqn/.vscode/settings.json new file mode 100644 index 0000000..be0f1ab --- /dev/null +++ b/codes/dqn/.vscode/settings.json @@ -0,0 +1,3 @@ +{ + "python.pythonPath": "/Users/jj/anaconda3/envs/py37/bin/python" +} \ No newline at end of file diff --git a/codes/dqn/README.md b/codes/dqn/README.md new file mode 100644 index 0000000..e0419b9 --- /dev/null +++ b/codes/dqn/README.md @@ -0,0 +1,24 @@ +python 3.7.9 + +pytorch 1.6.0 + +tensorboard 2.3.0 + +torchvision 0.7.0 + + +train: + +```python +python main.py +``` + +eval: + +```python +python main.py --train 0 +``` + +```python +tensorboard --logdir logs +``` \ No newline at end of file diff --git a/codes/dqn/dqn.py b/codes/dqn/agent.py similarity index 63% rename from codes/dqn/dqn.py rename to codes/dqn/agent.py index bff4cef..9ff8b28 100644 --- a/codes/dqn/dqn.py +++ b/codes/dqn/agent.py @@ -5,7 +5,7 @@ @Email: johnjim0816@gmail.com @Date: 2020-06-12 00:50:49 @LastEditor: John -LastEditTime: 2020-10-07 17:32:18 +LastEditTime: 2020-10-15 21:56:21 @Discription: @Environment: python 3.7.7 ''' @@ -13,8 +13,6 @@ LastEditTime: 2020-10-07 17:32:18 ''' - - import torch import torch.nn as nn import torch.optim as optim @@ -30,7 +28,7 @@ class DQN: self.n_actions = n_actions # 总的动作个数 self.device = device # 设备,cpu或gpu等 self.gamma = gamma - # e-greedy 策略相关参数 + # e-greedy策略相关参数 self.epsilon = 0 self.epsilon_start = epsilon_start self.epsilon_end = epsilon_end @@ -46,32 +44,41 @@ class DQN: self.loss = 0 self.memory = ReplayBuffer(memory_capacity) - def select_action(self, state): + def choose_action(self, state, train=True): '''选择动作 - Args: - state [array]: [description] - Returns: - action [array]: [description] ''' - self.epsilon = self.epsilon_end + (self.epsilon_start - self.epsilon_end) * \ - math.exp(-1. * self.actions_count / self.epsilon_decay) - self.actions_count += 1 - if random.random() > self.epsilon: + if train: + self.epsilon = self.epsilon_end + (self.epsilon_start - self.epsilon_end) * \ + math.exp(-1. * self.actions_count / self.epsilon_decay) + self.actions_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.n_actions) + return action + else: 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.n_actions) - return action - + # 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 def update(self): if len(self.memory) < self.batch_size: @@ -113,8 +120,9 @@ class DQN: 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_model(): - pass - def load_model(): - pass \ No newline at end of file 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z^-h+v^rPMddj#z8+V01<;Qj+u`@goKCpo71O=+Hve+s}#AT;*%qYd6YC9C}dyJoD) zjcpiLKDEe2{@Z*e?%fpq?Ffgp=&`CYZchaf&d2{V!Jc)E4E2pCBJB<}k@%~Z#v{dj z@mVB2T|Hy{iAe7jkG%R|6c|H<^HF50gY7uWi;(M*wrADjQ> s$^ZH^`k-7KP67)tR@nX6!^h#&DgCiL_HMsYOnhve1p69m|3};Z0wm!{+W-In literal 0 HcmV?d00001 diff --git a/codes/dqn/utils.py b/codes/dqn/utils.py new file mode 100644 index 0000000..0c75408 --- /dev/null +++ b/codes/dqn/utils.py @@ -0,0 +1,21 @@ +#!/usr/bin/env python +# coding=utf-8 +''' +Author: John +Email: johnjim0816@gmail.com +Date: 2020-10-15 21:28:00 +LastEditor: John +LastEditTime: 2020-10-15 21:50:30 +Discription: +Environment: +''' +import os +import numpy as np + + +def save_results(rewards,moving_average_rewards,ep_steps,tag='train',result_path='./result'): + if not os.path.exists(result_path): # 检测是否存在文件夹 + os.mkdir(result_path) + np.save(result_path+'rewards_'+tag+'.npy', rewards) + np.save(result_path+'moving_average_rewards_'+tag+'.npy', moving_average_rewards) + np.save(result_path+'steps_'+tag+'.npy',ep_steps ) \ No newline at end of file