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| author | chzhang <zch921005@126.com> | 2023-03-26 15:21:00 +0800 |
|---|---|---|
| committer | chzhang <zch921005@126.com> | 2023-03-26 15:21:00 +0800 |
| commit | 382e0ff3c6efb92bb1bc895d9f7a43beb867a963 (patch) | |
| tree | 8e11b91f93d38ba8ef081fa2ef6bc86d1f06f18e | |
| parent | b9ab2bfd10c969a9ee3e42af4e8bc15bbdc0b650 (diff) | |
deep policy gradient
| -rw-r--r-- | rl/tutorials/11_deep_policy_gradient_on_cartpole.ipynb | 561 |
1 files changed, 561 insertions, 0 deletions
diff --git a/rl/tutorials/11_deep_policy_gradient_on_cartpole.ipynb b/rl/tutorials/11_deep_policy_gradient_on_cartpole.ipynb new file mode 100644 index 0000000..ff1ba12 --- /dev/null +++ b/rl/tutorials/11_deep_policy_gradient_on_cartpole.ipynb @@ -0,0 +1,561 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 10, + "id": "9fe7f4fc", + "metadata": { + "ExecuteTime": { + "end_time": "2023-03-25T11:27:26.398675Z", + "start_time": "2023-03-25T11:27:26.396055Z" + } + }, + "outputs": [], + "source": [ + "# http://www.cs.toronto.edu/~tingwuwang/REINFORCE.pdf\n", + "# https://lilianweng.github.io/posts/2018-04-08-policy-gradient/" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "e54f7f2a", + "metadata": { + "ExecuteTime": { + "end_time": "2023-03-26T06:48:39.726788Z", + "start_time": "2023-03-26T06:48:39.718976Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.15.4'" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import torch\n", + "from IPython.display import Image\n", + "from torch import nn\n", + "import gym\n", + "gym.__version__" + ] + }, + { + "cell_type": "markdown", + "id": "92774a90", + "metadata": {}, + "source": [ + "## summary" + ] + }, + { + "cell_type": "markdown", + "id": "4fe0969b", + "metadata": {}, + "source": [ + "- Q learning => DQN\n", + " - deep networks 去逼近 Q function (action value),回归问题\n", + " - 输出的不是概率,而是 action value;\n", + "- policy gradient => Deep policy gradient\n", + " - deep networks 去逼近 $\\pi_\\theta(a_t|s_t)$\n", + " - 输出的是概率分布,所以最后一层要加 softmax 做概率化;" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "3aa9b7ef", + "metadata": { + "ExecuteTime": { + "end_time": "2023-03-26T06:50:04.854315Z", + "start_time": "2023-03-26T06:50:04.835427Z" + }, + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<IPython.core.display.Image object>" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# http://www.cs.toronto.edu/~tingwuwang/REINFORCE.pdf\n", + "Image('./imgs/reinforce.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "b8d3308d", + "metadata": { + "ExecuteTime": { + "end_time": "2023-03-26T06:51:46.912632Z", + "start_time": "2023-03-26T06:51:46.905339Z" + }, + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "<IPython.core.display.Image object>" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# http://www.cs.toronto.edu/~tingwuwang/REINFORCE.pdf\n", + "# total discounted future returned reward\n", + "Image('./imgs/total_reward.png')" + ] + }, + { + "cell_type": "markdown", + "id": "3830a714", + "metadata": {}, + "source": [ + "$$\n", + "\\sum_{t}\\nabla_\\theta\\log\\pi_\\theta(a_t|s_t)G_t\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "id": "111e483f", + "metadata": {}, + "source": [ + "- 注意,上述的梯度更新的公式是最大化总 reward 的期望,而神经网络是最小化一个目标;\n", + "- $v_t=G_t=\\sum_{k=0}^\\infty \\gamma^kR_{t+k+1}$\n", + " - discounted **future** reward\n", + " - 当前动作的 reward 通过基于当前状态的未来 reward 折现进行估计;\n", + "- policy gradient algorithm\n", + " - Perform a trajectory/roll-out(mcts) using the current policy (fixed $\\pi_\\theta(a_t|s_t)$ (神经网络来表示))\n", + " - trajectory:$\\tau=(s_1,a_1,r_2,s_2,a_2,r_3, \\cdots)$\n", + " ```\n", + " s = env.reset()\n", + " a, log_p = policy(s)\n", + " next_state, reward, done, _ = env.step(a)\n", + " if done == True:\n", + " break\n", + " s = next_state\n", + " ```\n", + " - Store **log** probabilities (of policy, $\\log\\pi_\\theta(a_t|s_t)$) and reward values at each step\n", + " - 概率通过 policy network 获得;\n", + " - Calculate **discounted cumulative future reward**($G_t$) at each step\n", + " - Compute policy gradient ($\\nabla J(\\theta)$) and update policy parameter(gradient descent)\n", + " - 反向传播,梯度更新是神经网络帮我们完成的\n", + " - loss = $-\\sum_{t}\\log(\\pi_{\\theta}(a_t|s_t))G_t$\n", + " - `loss.backward()`\n", + " - Repeat 1–3" + ] + }, + { + "cell_type": "markdown", + "id": "3238e862", + "metadata": {}, + "source": [ + "## policy network" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "ed926dbb", + "metadata": { + "ExecuteTime": { + "end_time": "2023-03-26T06:57:20.180038Z", + "start_time": "2023-03-26T06:57:20.174088Z" + } + }, + "outputs": [], + "source": [ + "import torch\n", + "from torch import nn\n", + "from torch import optim\n", + "from torch import autograd\n", + "import torch.nn.functional as F\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "47ed9e82", + "metadata": { + "ExecuteTime": { + "end_time": "2023-03-26T07:00:59.321418Z", + "start_time": "2023-03-26T07:00:59.311253Z" + } + }, + "outputs": [], + "source": [ + "class PolicyNetwork(nn.Module):\n", + " def __init__(self, num_states, num_actions, hidden_size, learning_rate=3e-4):\n", + " super(PolicyNetwork, self).__init__()\n", + " self.num_actions = num_actions\n", + " self.fc1 = nn.Linear(num_states, hidden_size)\n", + " self.fc2 = nn.Linear(hidden_size, num_actions)\n", + " self.optimizer = optim.Adam(self.parameters(), lr=learning_rate)\n", + " \n", + " def forward(self, x):\n", + " # x: state, 批次化的, x.shape == (batch, num_states), batch: 一次完整的 trajectory 经历的 steps\n", + " # num_states of cartpole: https://www.gymlibrary.dev/environments/classic_control/cart_pole/\n", + " x = F.relu(self.fc1(x))\n", + " x = F.softmax(self.fc2(x), dim=1)\n", + " # return:(batch, num_actions), 行和为1;\n", + " return x\n", + " \n", + " def choose_action(self, state):\n", + " # given state\n", + " # state.shape (4, ), 1d numpy ndarray\n", + " # state, (1, 4)\n", + " state = torch.from_numpy(state).float().unsqueeze(0)\n", + " # probs, (1, 2)\n", + "# probs = self.forward(autograd.Variable(state))\n", + " probs = self.forward(state)\n", + " # 以概率采样\n", + " highest_prob_action = np.random.choice(self.num_actions, p=np.squeeze(probs.detach().numpy()))\n", + " # prob => log prob\n", + " log_prob = torch.log(probs.squeeze(0)[highest_prob_action])\n", + " # log_p < 0\n", + " return highest_prob_action, log_prob" + ] + }, + { + "cell_type": "markdown", + "id": "b9721eb2", + "metadata": {}, + "source": [ + "## discounted future reward " + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "3ca1071a", + "metadata": { + "ExecuteTime": { + "end_time": "2023-03-26T07:01:29.728456Z", + "start_time": "2023-03-26T07:01:29.725466Z" + } + }, + "outputs": [], + "source": [ + "GAMMA = 0.9" + ] + }, + { + "cell_type": "markdown", + "id": "a43c18f0", + "metadata": {}, + "source": [ + "$$\n", + "G_t=\\sum_{k=0}^\\infty \\gamma^kR_{t+k+1}\n", + "$$" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "04ab24c8", + "metadata": { + "ExecuteTime": { + "end_time": "2023-03-26T07:01:48.596421Z", + "start_time": "2023-03-26T07:01:48.592071Z" + } + }, + "outputs": [], + "source": [ + "# rewards 由一次 episode 的 trajectory 产生\n", + "def discounted_future_reward(rewards):\n", + " discounted_rewards = []\n", + " for t in range(len(rewards)):\n", + " Gt = 0\n", + " pw = 0\n", + " for r in rewards[t:]:\n", + " Gt += (GAMMA**pw)*r\n", + " pw += 1\n", + " discounted_rewards.append(Gt)\n", + " # len(discounted_rewards) == len(rewards)\n", + " return discounted_rewards" + ] + }, + { + "cell_type": "markdown", + "id": "7c675d6e", + "metadata": {}, + "source": [ + "## update policy" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "f1394fc4", + "metadata": { + "ExecuteTime": { + "end_time": "2023-03-26T07:03:22.117207Z", + "start_time": "2023-03-26T07:03:22.111612Z" + } + }, + "outputs": [], + "source": [ + "def update_policy(policy_network, rewards, log_probs):\n", + " # len(rewards) == len(log_probs)\n", + " # Gt\n", + " discounted_rewards = discounted_future_reward(rewards) \n", + " \n", + " # normalize discounted rewards => stability\n", + " # from one episode\n", + " discounted_rewards = torch.tensor(discounted_rewards)\n", + " discounted_rewards = (discounted_rewards - discounted_rewards.mean())/(discounted_rewards.std() + 1e-9)\n", + " \n", + " policy_grads = []\n", + " for log_prob, Gt in zip(log_probs, discounted_rewards):\n", + " policy_grads.append(-log_prob*Gt)\n", + " \n", + " policy_network.optimizer.zero_grad()\n", + " policy_grad = torch.stack(policy_grads).sum()\n", + " policy_grad.backward()\n", + " policy_network.optimizer.step()" + ] + }, + { + "cell_type": "markdown", + "id": "a95b7fe9", + "metadata": {}, + "source": [ + "## 数据从哪里来" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "0160e0e0", + "metadata": { + "ExecuteTime": { + "end_time": "2023-03-26T07:04:00.640488Z", + "start_time": "2023-03-26T07:04:00.632805Z" + } + }, + "outputs": [], + "source": [ + "env = gym.make('CartPole-v0')" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "af83497b", + "metadata": { + "ExecuteTime": { + "end_time": "2023-03-26T07:04:07.221276Z", + "start_time": "2023-03-26T07:04:07.213420Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "4" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "env.observation_space.shape[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "5e250cd2", + "metadata": { + "ExecuteTime": { + "end_time": "2023-03-26T07:04:10.335716Z", + "start_time": "2023-03-26T07:04:10.330116Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "env.action_space.n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "48e1589e", + "metadata": { + "ExecuteTime": { + "end_time": "2023-03-26T04:28:42.306539Z", + "start_time": "2023-03-26T04:28:41.759071Z" + } + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "0e4a9f4b", + "metadata": { + "ExecuteTime": { + "end_time": "2023-03-26T07:15:02.418776Z", + "start_time": "2023-03-26T07:13:42.732912Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "episode: 0, total reward: 21.0, average_reward: 21.0, length: 20\n", + "episode: 100, total reward: 31.0, average_reward: 21.435643564356436, length: 30\n", + "episode: 200, total reward: 35.0, average_reward: 24.54228855721393, length: 34\n", + "episode: 300, total reward: 30.0, average_reward: 28.069767441860463, length: 29\n", + "episode: 400, total reward: 13.0, average_reward: 31.43640897755611, length: 12\n", + "episode: 500, total reward: 62.0, average_reward: 36.678642714570856, length: 61\n", + "episode: 600, total reward: 110.0, average_reward: 44.85024958402662, length: 109\n", + "episode: 700, total reward: 129.0, average_reward: 55.417974322396574, length: 128\n", + "episode: 800, total reward: 78.0, average_reward: 64.89388264669164, length: 77\n", + "episode: 900, total reward: 172.0, average_reward: 76.09655937846837, length: 171\n", + "episode: 1000, total reward: 194.0, average_reward: 84.76523476523477, length: 193\n", + "episode: 1100, total reward: 149.0, average_reward: 91.87375113533152, length: 148\n", + "episode: 1200, total reward: 200.0, average_reward: 98.92839300582848, length: 199\n", + "episode: 1300, total reward: 200.0, average_reward: 105.68793235972329, length: 199\n", + "episode: 1400, total reward: 200.0, average_reward: 111.69521770164168, length: 199\n", + "episode: 1500, total reward: 200.0, average_reward: 116.79413724183877, length: 199\n", + "episode: 1600, total reward: 200.0, average_reward: 120.96564647095565, length: 199\n", + "episode: 1700, total reward: 200.0, average_reward: 124.86243386243386, length: 199\n", + "episode: 1800, total reward: 163.0, average_reward: 128.388117712382, length: 162\n", + "episode: 1900, total reward: 200.0, average_reward: 131.03577064702787, length: 199\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "env = gym.make('CartPole-v0')\n", + "policy_net = PolicyNetwork(env.observation_space.shape[0], env.action_space.n, 128)\n", + "\n", + "max_episodes = 2000\n", + "max_steps = 500\n", + "\n", + "num_steps = []\n", + "avg_num_steps = []\n", + "all_rewards = []\n", + "\n", + "for episode in range(max_episodes):\n", + " state = env.reset()\n", + " log_probs = []\n", + " rewards = []\n", + " for step in range(max_steps):\n", + " # $\\pi_\\theta(a_t|s_t)$\n", + " action, log_prob = policy_net.choose_action(state)\n", + " next_state, reward, done, _ = env.step(action)\n", + " \n", + " log_probs.append(log_prob)\n", + " rewards.append(reward)\n", + " \n", + " if done:\n", + " # 完成一次 episode/rollout,得到一次完整的 trajectory\n", + " update_policy(policy_net, rewards, log_probs)\n", + " num_steps.append(step)\n", + " avg_num_steps.append(np.mean(num_steps[-10:]))\n", + " all_rewards.append(sum(rewards))\n", + " if episode % 100 == 0:\n", + " print(f'episode: {episode}, total reward: {sum(rewards)}, average_reward: {np.mean(all_rewards)}, length: {step}')\n", + " break\n", + " state = next_state\n", + "plt.plot(num_steps)\n", + "plt.plot(avg_num_steps)\n", + "plt.legend(['num_steps', 'avg_steps'])\n", + "plt.xlabel('episode')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cc9eb488", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": true + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} |
