{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Bandits - part 2\n", "\n", "In the exercise, we will investigate in more details the properties of the bandit algorithms implemented last time and investigate reinforcement comparison.\n", "\n", "**Q:** Start by copying all class definitions of the last exercise (Bandit, Greedy, $\\epsilon$-Greedy, softmax) and re-run the experiments with correct values for the parameters in a single cell. We will ignore exploration scheduling (although we should not)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "rng = np.random.default_rng()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "class Bandit:\n", " \"\"\"\n", " n-armed bandit.\n", " \"\"\"\n", " def __init__(self, nb_actions, mean=0.0, std_Q=1.0, std_r=1.0):\n", " \"\"\"\n", " :param nb_actions: number of arms.\n", " :param mean: mean of the normal distribution for $Q^*$.\n", " :param std_Q: standard deviation of the normal distribution for $Q^*$.\n", " :param std_r: standard deviation of the normal distribution for the sampled rewards.\n", " \"\"\"\n", " # Store parameters\n", " self.nb_actions = nb_actions\n", " self.mean = mean\n", " self.std_Q = std_Q\n", " self.std_r = std_r\n", " \n", " # Initialize the true Q-values\n", " self.Q_star = rng.normal(self.mean, self.std_Q, self.nb_actions)\n", " \n", " # Optimal action\n", " self.a_star = self.Q_star.argmax()\n", " \n", " def step(self, action):\n", " \"\"\"\n", " Sampled a single reward from the bandit.\n", " \n", " :param action: the selected action.\n", " :return: a reward.\n", " \"\"\"\n", " return float(rng.normal(self.Q_star[action], self.std_r, 1))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "class GreedyAgent:\n", " def __init__(self, bandit, alpha, Q_init=0.0):\n", " \n", " self.bandit = bandit\n", " self.alpha = alpha\n", " \n", " # Estimated Q-values\n", " self.Q_t = Q_init * np.ones(self.bandit.nb_actions)\n", " \n", " def act(self):\n", " \n", " action = rng.choice(np.where(self.Q_t == self.Q_t.max())[0])\n", " return action\n", " \n", " def update(self, action, reward):\n", " \n", " self.Q_t[action] += self.alpha * (reward - self.Q_t[action])\n", " \n", " def train(self, nb_steps):\n", " \n", " rewards = []\n", " optimal = []\n", "\n", " for step in range(1000):\n", "\n", " # Select the action \n", " action = self.act()\n", "\n", " # Sample the reward\n", " reward = self.bandit.step(action)\n", "\n", " # Store the received reward\n", " rewards.append(reward)\n", " \n", " # Optimal action\n", " if action == self.bandit.a_star:\n", " optimal.append(1.0)\n", " else:\n", " optimal.append(0.0)\n", "\n", " # Update the Q-value estimate of the action\n", " self.update(action, reward)\n", " \n", " return np.array(rewards), np.array(optimal)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "class EpsilonGreedyAgent(GreedyAgent):\n", " \n", " def __init__(self, bandit, alpha, epsilon, Q_init=0.0):\n", " \n", " self.epsilon = epsilon\n", " \n", " # List of actions\n", " self.actions = np.arange(bandit.nb_actions)\n", " \n", " # Call the constructor of GreedyAgent\n", " super().__init__(bandit, alpha, Q_init)\n", " \n", " def act(self):\n", " \n", " action = rng.choice(np.where(self.Q_t == self.Q_t.max())[0])\n", " \n", " if rng.random() < self.epsilon:\n", " action = rng.choice(self.actions[self.actions != action])\n", " \n", " return action" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "class SoftmaxAgent(GreedyAgent):\n", " \n", " def __init__(self, bandit, alpha, tau, Q_init=0.0):\n", " self.tau = tau\n", " \n", " # List of actions\n", " self.actions = np.arange(bandit.nb_actions)\n", " \n", " # Call the constructor of GreedyAgent\n", " super().__init__(bandit, alpha, Q_init)\n", " \n", " def act(self):\n", " \n", " logit = np.exp((self.Q_t - self.Q_t.max())/self.tau)\n", " \n", " proba_softmax = logit / np.sum(logit)\n", " \n", " action = rng.choice(self.actions, p=proba_softmax) \n", " \n", " return action" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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