notebooks/deeprl_tutorial.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Deep RL Usage Tutorial\n",
    "\n",
    "This notebook is meant to demonstrate how to use the included DeepRL algorithms (PPO and SAC) to train agents in the GridEnv environment. It also contains some examples of analyses you can do on the learned representations of the trained agents. For more information on the included deep rl algorithms, see the [README](../neuronav/deep_agents/README.md) in the neuronav/deep_agents directory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Uncomment below lines and run this cell to install neuronav and requirements for colab.\n",
    "\n",
    "#!git clone https://github.com/awjuliani/neuro-nav\n",
    "#!pip install ./neuro-nav[experiments_remote]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training a deep RL agent in GridEnv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from neuronav.deep_agents.ppo.agent import PPOAgent\n",
    "from neuronav.deep_agents.sac.agent import SACAgent\n",
    "from neuronav.envs.grid_env import GridEnv, GridObservation, GridSize, GridTemplate\n",
    "import torch\n",
    "import matplotlib.pyplot as plt\n",
    "from neuronav.utils import run_episode\n",
    "import math\n",
    "import numpy as np\n",
    "from scipy.spatial import procrustes\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Initialize the environment\n",
    "\n",
    "Since we are using deep RL algorithms, we can use any of the available observation spaces. For this example, we will use the `symbolic` observation space. This provides the agent with a symbolic representation of the environment state, which is useful for learning a good policy as it contains all the relevant information about the agent's position, the goal position, the obstacles, and more."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 389,
       "width": 389
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "env = GridEnv(\n",
    "    obs_type=GridObservation.symbolic,\n",
    "    template=GridTemplate.four_rooms,\n",
    "    size=GridSize.small,\n",
    "    torch_obs=True,\n",
    ")\n",
    "obs = env.reset()\n",
    "env.render()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train the agent in the gridworld\n",
    "\n",
    "First we define all the hyperparameters that we will use for training. We will use the PPO algorithm, which is a good choice for this environment as it is on-policy and has a good sample efficiency."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "repeats = 5\n",
    "episodes = 1000\n",
    "max_steps = 100\n",
    "algo = \"ppo\"  # \"sac\" or \"ppo\"\n",
    "\n",
    "agent_params_sac = {\n",
    "    \"batch_size\": 32,\n",
    "    \"gamma\": 0.99,\n",
    "    \"tau\": 0.005,\n",
    "    \"target_update_interval\": 4,\n",
    "    \"replay_buffer_size\": 100000,\n",
    "    \"update_interval\": 4,\n",
    "    \"warmup_steps\": 1000,\n",
    "    \"alpha\": 0.02,\n",
    "}\n",
    "\n",
    "agent_params_ppo = {\n",
    "    \"gamma\": 0.99,\n",
    "    \"lambda\": 0.95,\n",
    "    \"buffer_size\": 256,\n",
    "    \"ent_coef\": 0.02,\n",
    "    \"num_passes\": 3,\n",
    "    \"clip_param\": 0.2,\n",
    "    \"batch_size\": 32,\n",
    "    \"grad_clip\": 0.5,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "visual64_types = [\n",
    "    GridObservation.window,\n",
    "    GridObservation.window_tight,\n",
    "    GridObservation.visual,\n",
    "    GridObservation.rendered_3d,\n",
    "]\n",
    "\n",
    "visual32_types = [\n",
    "    GridObservation.images,\n",
    "]\n",
    "\n",
    "\n",
    "def get_model_params(env):\n",
    "    if env.obs_mode in visual64_types:\n",
    "        enc_type = \"conv64\"\n",
    "    elif env.obs_mode in visual32_types:\n",
    "        enc_type = \"conv32\"\n",
    "    else:\n",
    "        enc_type = \"linear\"\n",
    "    model_params = {\n",
    "        \"enc_type\": enc_type,\n",
    "        \"h_size\": 128,\n",
    "        \"lr\": 3e-4,\n",
    "        \"obs_size\": math.prod(env.obs_space.shape),\n",
    "        \"act_size\": env.action_space.n,\n",
    "        \"depth\": 3,\n",
    "    }\n",
    "    return model_params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/awjuliani/miniconda3/lib/python3.9/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "# Training loop. We run the agent for a number of episodes and repeat this process a number of times.\n",
    "\n",
    "all_returns = []\n",
    "for i in range(repeats):\n",
    "    ep_returns = []\n",
    "    model_params = get_model_params(env)\n",
    "    if algo == \"ppo\":\n",
    "        agent = PPOAgent(model_params, agent_params_ppo)\n",
    "    elif algo == \"sac\":\n",
    "        agent = SACAgent(model_params, agent_params_sac)\n",
    "    else:\n",
    "        raise NotImplementedError\n",
    "    for j in range(episodes):\n",
    "        agent, ep_steps, ep_return = run_episode(\n",
    "            env, agent, max_steps, time_penalty=-0.01\n",
    "        )\n",
    "        ep_returns.append(ep_return)\n",
    "    all_returns.append(ep_returns)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Examine the performance of the agent over time\n",
    "\n",
    "We can then get the mean and standard deviation of the returns over time. We can see that the agent learns to solve the task very quickly, and the performance is relatively consistent."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 546,
       "width": 866
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_returns = np.stack(all_returns)\n",
    "mean_returns = np.mean(all_returns, axis=0)\n",
    "std_returns = np.std(all_returns, axis=0)\n",
    "se_return = std_returns / np.sqrt(repeats)\n",
    "\n",
    "# create figure\n",
    "fig, ax = plt.subplots(figsize=(10, 6), dpi=100)\n",
    "plt.plot(mean_returns)\n",
    "plt.fill_between(\n",
    "    range(episodes), mean_returns - se_return, mean_returns + se_return, alpha=0.2\n",
    ")\n",
    "plt.xlabel(\"Episode number\")\n",
    "plt.ylabel(\"Mean return\")\n",
    "plt.title(f\"Mean return over {repeats} runs\")\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluating an agent's learned representations\n",
    "\n",
    "With a learned policy and value function, we can now examine the representations that the agent has learned. We can first run the agent in inference mode in the environment to collect the hidden state, value estimates, and policy logits for each timestep."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "eval_steps = 3000\n",
    "\n",
    "value_matrix = np.zeros((env.grid_size, env.grid_size))\n",
    "policy_matrix = np.zeros((env.grid_size, env.grid_size, env.action_space.n))\n",
    "hidden_matrix = np.zeros((env.grid_size, env.grid_size, model_params[\"h_size\"]))\n",
    "\n",
    "obs = env.reset(objects={})\n",
    "for i in range(eval_steps):\n",
    "    action = env.action_space.sample()\n",
    "    logits, value = agent.model.forward(obs)\n",
    "    hidden = agent.model.encode(obs)\n",
    "    value_matrix[env.agent_pos[0], env.agent_pos[1]] = value.detach().numpy()\n",
    "    policy_matrix[env.agent_pos[0], env.agent_pos[1], :] = (\n",
    "        torch.softmax(logits, dim=-1).detach().numpy()\n",
    "    )\n",
    "    hidden_matrix[env.agent_pos[0], env.agent_pos[1], :] = hidden.detach().numpy()\n",
    "    obs, reward, done, info = env.step(action)\n",
    "    if done:\n",
    "        obs = env.reset()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Examining the learned value function\n",
    "\n",
    "We can plot the value estimates for each state in the environment. We can see that the value estimates are very high for states near the goal, and lower for states further from the goal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 803,
       "width": 776
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 10))\n",
    "plt.imshow(value_matrix)\n",
    "plt.colorbar()\n",
    "plt.title(\"Value function\")\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Examining the PCA of the learned hidden state\n",
    "\n",
    "With a value of the hidden state for each state in the environment, we can visualize these values using PCA by reducing the dimensionality to two. If we plot it, we can see that there is a correlation between the euclidean position of the state in the environment (color) and the hidden state representation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 835,
       "width": 860
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# use pca to reduce dimensionality of hidden states to 2\n",
    "hidden_matrix_full = hidden_matrix.reshape(-1, model_params[\"h_size\"])\n",
    "# remove all cells where the agent has not been\n",
    "hidden_matrix = hidden_matrix_full[np.sum(hidden_matrix_full, axis=1) != 0].copy()\n",
    "\n",
    "pca = PCA(n_components=2)\n",
    "pca.fit(hidden_matrix)\n",
    "hidden_pca = pca.transform(hidden_matrix.reshape(-1, model_params[\"h_size\"]))\n",
    "\n",
    "# create matrix of ground-truth positions using arange\n",
    "pos_matrix = np.zeros((env.grid_size, env.grid_size, 2))\n",
    "pos_matrix[:, :, 0] = np.arange(env.grid_size)\n",
    "pos_matrix[:, :, 1] = np.arange(env.grid_size)[:, np.newaxis]\n",
    "\n",
    "# remove all cells where the agent has not been\n",
    "pos_matrix = pos_matrix.reshape(-1, 2)[np.sum(hidden_matrix_full, axis=1) != 0].copy()\n",
    "\n",
    "# Do a procrustrus alignment of the hidden states to the ground-truth positions\n",
    "pos_matrix_trans, hidden_pca_trans, disparity = procrustes(pos_matrix, hidden_pca)\n",
    "\n",
    "# plot hidden states as a scatter plot\n",
    "# color the points by their euclidean position in the grid\n",
    "# this should show that the hidden states cluster by position\n",
    "\n",
    "colors = np.zeros((env.grid_size, env.grid_size))\n",
    "for i in range(env.grid_size):\n",
    "    for j in range(env.grid_size):\n",
    "        colors[i, j] = np.linalg.norm(np.array([i, j]))\n",
    "\n",
    "colors = colors.reshape(-1)\n",
    "colors = colors[np.sum(hidden_matrix_full, axis=1) != 0]\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.scatter(hidden_pca_trans[:, 0], hidden_pca_trans[:, 1], c=colors, s=100)\n",
    "plt.title(\"Hidden states colored by euclidean position\")\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training a classifier on the learned hidden state\n",
    "\n",
    "Another way to examine the content of the hidden state is to train a linear classifier on the hidden state to predict the euclidean position of the state in the environment. If the hidden state contains information about the position of the agent, then the classifier should be able to learn to predict the position of the agent from the hidden state."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 835,
       "width": 813
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make onehot version of pos_matrix that is [num_states, grid_size * grid_size]\n",
    "\n",
    "pos_matrix_onehot = np.zeros((pos_matrix.shape[0], env.grid_size * env.grid_size))\n",
    "for i in range(pos_matrix.shape[0]):\n",
    "    pos_matrix_onehot[i, int(pos_matrix[i, 0] * env.grid_size + pos_matrix[i, 1])] = 1\n",
    "\n",
    "pos_matrix_onehot = np.argmax(pos_matrix_onehot, axis=-1)\n",
    "\n",
    "# train a classifier to predict the position from the hidden state\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    hidden_matrix, pos_matrix_onehot, test_size=0.2, random_state=42\n",
    ")\n",
    "\n",
    "reg = LogisticRegression(max_iter=500).fit(X_train, y_train)\n",
    "score = reg.score(X_test, y_test)\n",
    "\n",
    "# plot the predicted positions as a scatter plot\n",
    "# the positions should be clustered by position\n",
    "\n",
    "preds = reg.predict(hidden_matrix)\n",
    "# convert preds to grid coordinates\n",
    "preds = np.array([preds // env.grid_size, preds % env.grid_size]).T\n",
    "\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.scatter(preds[:, 0], preds[:, 1], c=colors, s=100)\n",
    "plt.title(\"Predicted positions colored by euclidean position\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py38_default",
   "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": "3.9.15"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "1c975a20906e8142c699e3b310c99f06555776b58f1706bf1df8dfa61229c3f5"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}