{ "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 more advanced ones (explained in the Sutton and Barto book).\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)[0])" ] }, { "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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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Number of arms\n", "nb_actions = 5\n", "\n", "# Learning rate\n", "alpha = 0.1\n", "\n", "# epsilon for exploration\n", "epsilon = 0.1\n", "\n", "# Tau for exploration\n", "tau = 0.1\n", "\n", "rewards_greedy = []\n", "optimal_greedy = []\n", "\n", "rewards_egreedy = []\n", "optimal_egreedy = []\n", "\n", "rewards_softmax = []\n", "optimal_softmax = []\n", "\n", "for trial in range(200):\n", "\n", " # Bandit\n", " bandit = Bandit(nb_actions)\n", "\n", " # Greedy\n", " agent = GreedyAgent(bandit, alpha)\n", " rewards, optimal = agent.train(1000) \n", " rewards_greedy.append(rewards)\n", " optimal_greedy.append(optimal)\n", "\n", " # Greedy\n", " agent = EpsilonGreedyAgent(bandit, alpha, epsilon)\n", " rewards, optimal = agent.train(1000) \n", " rewards_egreedy.append(rewards)\n", " optimal_egreedy.append(optimal)\n", "\n", " # Softmax\n", " agent = SoftmaxAgent(bandit, alpha, tau)\n", " rewards, optimal = agent.train(1000) \n", " rewards_softmax.append(rewards)\n", " optimal_softmax.append(optimal)\n", " \n", "rewards_greedy = np.mean(rewards_greedy, axis=0)\n", "optimal_greedy = np.mean(optimal_greedy, axis=0)\n", "rewards_egreedy = np.mean(rewards_egreedy, axis=0)\n", "optimal_egreedy = np.mean(optimal_egreedy, axis=0)\n", "rewards_softmax = np.mean(rewards_softmax, axis=0)\n", "optimal_softmax = np.mean(optimal_softmax, axis=0)\n", " \n", "# Plot the Q-values and the evolution of rewards\n", "plt.figure(figsize=(12, 5))\n", "plt.subplot(121)\n", "plt.plot(rewards_greedy, label=\"Greedy\")\n", "plt.plot(rewards_egreedy, label=r\"$\\epsilon$-Greedy\")\n", "plt.plot(rewards_softmax, label=\"Softmax\")\n", "plt.legend()\n", "plt.xlabel(\"Plays\")\n", "plt.ylabel(\"Reward\")\n", "plt.subplot(122)\n", "plt.plot(optimal_greedy, label=\"Greedy\")\n", "plt.plot(optimal_egreedy, label=r\"$\\epsilon$-Greedy\")\n", "plt.plot(optimal_softmax, label=\"Softmax\")\n", "plt.legend()\n", "plt.xlabel(\"Plays\")\n", "plt.ylabel(\"Optimal\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reward distribution\n", "\n", "We are now going to vary the reward distributions and investigate whether the previous experimental results still hold when the true Q-values are in $\\mathcal{N}(0, 1)$ and the rewards have a variance of 1." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Q:** Let's now change the distribution of true Q-values from $\\mathcal{N}(0, 1)$ to $\\mathcal{N}(10, 10)$ when creating the bandits and re-run the algorithms. What happens and why? Modify the values of `epsilon` and `tau` to try to get a better behavior." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Number of arms\n", "nb_actions = 5\n", "\n", "# Learning rate\n", "alpha = 0.1\n", "\n", "# epsilon for exploration\n", "epsilon = 0.1\n", "\n", "# Tau for exploration\n", "tau = 3.0\n", "\n", "rewards_greedy = []\n", "optimal_greedy = []\n", "\n", "rewards_egreedy = []\n", "optimal_egreedy = []\n", "\n", "rewards_softmax = []\n", "optimal_softmax = []\n", "\n", "for trial in range(200):\n", "\n", " # Bandit\n", " bandit = Bandit(nb_actions, mean=10.0, std_Q=10.0, std_r=1.0)\n", "\n", " # Greedy\n", " agent = GreedyAgent(bandit, alpha)\n", " rewards, optimal = agent.train(1000) \n", " rewards_greedy.append(rewards)\n", " optimal_greedy.append(optimal)\n", "\n", " # Greedy\n", " agent = EpsilonGreedyAgent(bandit, alpha, epsilon)\n", " rewards, optimal = agent.train(1000) \n", " rewards_egreedy.append(rewards)\n", " optimal_egreedy.append(optimal)\n", "\n", " # Softmax\n", " agent = SoftmaxAgent(bandit, alpha, tau)\n", " rewards, optimal = agent.train(1000) \n", " rewards_softmax.append(rewards)\n", " optimal_softmax.append(optimal)\n", " \n", "rewards_greedy = np.mean(rewards_greedy, axis=0)\n", "optimal_greedy = np.mean(optimal_greedy, axis=0)\n", "rewards_egreedy = np.mean(rewards_egreedy, axis=0)\n", "optimal_egreedy = np.mean(optimal_egreedy, axis=0)\n", "rewards_softmax = np.mean(rewards_softmax, axis=0)\n", "optimal_softmax = np.mean(optimal_softmax, axis=0)\n", " \n", "# Plot the Q-values and the evolution of rewards\n", "plt.figure(figsize=(12, 5))\n", "plt.subplot(121)\n", "plt.plot(rewards_greedy, label=\"Greedy\")\n", "plt.plot(rewards_egreedy, label=r\"$\\epsilon$-Greedy\")\n", "plt.plot(rewards_softmax, label=\"Softmax\")\n", "plt.legend()\n", "plt.xlabel(\"Plays\")\n", "plt.ylabel(\"Reward\")\n", "plt.subplot(122)\n", "plt.plot(optimal_greedy, label=\"Greedy\")\n", "plt.plot(optimal_egreedy, label=r\"$\\epsilon$-Greedy\")\n", "plt.plot(optimal_softmax, label=\"Softmax\")\n", "plt.legend()\n", "plt.xlabel(\"Plays\")\n", "plt.ylabel(\"Optimal\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**A:** Greedy does not work anymore and stays at chance level. The first action it samples will provide a non-zero reward, so its estimated Q-value becomes positive (initial estimate of 0) and it will keep selecting this non-optimal greedy action all along.\n", "\n", "$\\epsilon$-greedy still works quite well (although a bit slower as the estimates must go from 0 to 10), even with its default value of 0.1.\n", "\n", "Softmax does not work unless you increase the temperature to 3 or so. The correct value of `tau` depends on the scaling of the Q-values, so it has to be adapted to every new problem, contrary to $\\epsilon$-greedy. But with the correct value of `tau`, you get a good solution much earlier." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Optimistic initialization\n", "\n", "The initial estimates of 0 are now very **pessimistic** compared to the average reward you can get (between 10 and 20). This was not the case in the original setup.\n", "\n", "**Q:** Modify the classes so that they accept a parameter `Q_init` allowing to initialize the estimates `Q_t` to something different from 0. Change the initial value of the estimates to 10 for each algorithm. What happens? Conclude on the importance of reward scaling." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Number of arms\n", "nb_actions = 5\n", "\n", "# Learning rate\n", "alpha = 0.1\n", "\n", "# epsilon for exploration\n", "epsilon = 0.1\n", "\n", "# Tau for exploration\n", "tau = 3.0\n", "\n", "# Optimistic initialization\n", "Q_init = 10.0\n", "\n", "rewards_greedy = []\n", "optimal_greedy = []\n", "\n", "rewards_egreedy = []\n", "optimal_egreedy = []\n", "\n", "rewards_softmax = []\n", "optimal_softmax = []\n", "\n", "for trial in range(200):\n", "\n", " # Bandit\n", " bandit = Bandit(nb_actions, mean=10.0, std_Q=10.0, std_r=1.0)\n", "\n", " # Greedy\n", " agent = GreedyAgent(bandit, alpha, Q_init)\n", " rewards, optimal = agent.train(1000) \n", " rewards_greedy.append(rewards)\n", " optimal_greedy.append(optimal)\n", "\n", " # Greedy\n", " agent = EpsilonGreedyAgent(bandit, alpha, epsilon, Q_init)\n", " rewards, optimal = agent.train(1000) \n", " rewards_egreedy.append(rewards)\n", " optimal_egreedy.append(optimal)\n", "\n", " # Softmax\n", " agent = SoftmaxAgent(bandit, alpha, tau, Q_init)\n", " rewards, optimal = agent.train(1000) \n", " rewards_softmax.append(rewards)\n", " optimal_softmax.append(optimal)\n", " \n", "rewards_greedy = np.mean(rewards_greedy, axis=0)\n", "optimal_greedy = np.mean(optimal_greedy, axis=0)\n", "rewards_egreedy = np.mean(rewards_egreedy, axis=0)\n", "optimal_egreedy = np.mean(optimal_egreedy, axis=0)\n", "rewards_softmax = np.mean(rewards_softmax, axis=0)\n", "optimal_softmax = np.mean(optimal_softmax, axis=0)\n", " \n", "# Plot the Q-values and the evolution of rewards\n", "plt.figure(figsize=(12, 5))\n", "plt.subplot(121)\n", "plt.plot(rewards_greedy, label=\"Greedy\")\n", "plt.plot(rewards_egreedy, label=r\"$\\epsilon$-Greedy\")\n", "plt.plot(rewards_softmax, label=\"Softmax\")\n", "plt.legend()\n", "plt.xlabel(\"Plays\")\n", "plt.ylabel(\"Reward\")\n", "plt.subplot(122)\n", "plt.plot(optimal_greedy, label=\"Greedy\")\n", "plt.plot(optimal_egreedy, label=r\"$\\epsilon$-Greedy\")\n", "plt.plot(optimal_softmax, label=\"Softmax\")\n", "plt.legend()\n", "plt.xlabel(\"Plays\")\n", "plt.ylabel(\"Optimal\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**A:** Now we are back to quite the same results as before (greedy might still be worse, but not at chance level anymore). This shows the importance of **reward scaling**: the amplitude of the rewards influences a lot the success of the different methods ($\\epsilon$-greedy is more robust). This mean you need to know the mean expected reward in advance, but you are not supposed to know that as you have not sampled anything at the beginning..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now use **optimistic initialization**, i.e. initialize the estimates to a much higher value than what is realistic.\n", "\n", "**Q:** Implement optimistic initialization by initializing the estimates of all three algorithms to 25. What happens?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Number of arms\n", "nb_actions = 5\n", "\n", "# Learning rate\n", "alpha = 0.1\n", "\n", "# epsilon for exploration\n", "epsilon = 0.1\n", "\n", "# Tau for exploration\n", "tau = 3.0\n", "\n", "# Optimistic initialization\n", "Q_init = 25.0\n", "\n", "rewards_greedy = []\n", "optimal_greedy = []\n", "\n", "rewards_egreedy = []\n", "optimal_egreedy = []\n", "\n", "rewards_softmax = []\n", "optimal_softmax = []\n", "\n", "for trial in range(200):\n", "\n", " # Bandit\n", " bandit = Bandit(nb_actions, mean=10.0, std_Q=10.0, std_r=1.0)\n", "\n", " # Greedy\n", " agent = GreedyAgent(bandit, alpha, Q_init)\n", " rewards, optimal = agent.train(1000) \n", " rewards_greedy.append(rewards)\n", " optimal_greedy.append(optimal)\n", "\n", " # Greedy\n", " agent = EpsilonGreedyAgent(bandit, alpha, epsilon, Q_init)\n", " rewards, optimal = agent.train(1000) \n", " rewards_egreedy.append(rewards)\n", " optimal_egreedy.append(optimal)\n", "\n", " # Softmax\n", " agent = SoftmaxAgent(bandit, alpha, tau, Q_init)\n", " rewards, optimal = agent.train(1000) \n", " rewards_softmax.append(rewards)\n", " optimal_softmax.append(optimal)\n", "\n", "rewards_greedy = np.mean(rewards_greedy, axis=0)\n", "optimal_greedy = np.mean(optimal_greedy, axis=0)\n", "rewards_egreedy = np.mean(rewards_egreedy, axis=0)\n", "optimal_egreedy = np.mean(optimal_egreedy, axis=0)\n", "rewards_softmax = np.mean(rewards_softmax, axis=0)\n", "optimal_softmax = np.mean(optimal_softmax, axis=0)\n", " \n", "# Plot the Q-values and the evolution of rewards\n", "plt.figure(figsize=(12, 5))\n", "plt.subplot(121)\n", "plt.plot(rewards_greedy, label=\"Greedy\")\n", "plt.plot(rewards_egreedy, label=r\"$\\epsilon$-Greedy\")\n", "plt.plot(rewards_softmax, label=\"Softmax\")\n", "plt.legend()\n", "plt.xlabel(\"Plays\")\n", "plt.ylabel(\"Reward\")\n", "plt.subplot(122)\n", "plt.plot(optimal_greedy, label=\"Greedy\")\n", "plt.plot(optimal_egreedy, label=r\"$\\epsilon$-Greedy\")\n", "plt.plot(optimal_softmax, label=\"Softmax\")\n", "plt.legend()\n", "plt.xlabel(\"Plays\")\n", "plt.ylabel(\"Optimal\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**A:** With optimistic initialization, greedy action selection becomes the most efficient method: exploration is ensured by the fact that all actions be be executed at some point, as they can only be disappointing. The received rewards are always lower than the expectation at the beginning, so there is no need for additional exploration mechanisms. But it necessitates to know in advance what the maximal reward is... Note that reducing the exploration parameters help $\\epsilon$-greedy and softmax behave like greedy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reinforcement comparison\n", "\n", "The problem with the previous **value-based** methods is that the Q-value estimates depend on the absolute magnitude of the rewards (by definition). The hyperparameters of the learning algorithms (learning rate, exploration, initial values) will therefore be very different depending on the scaling of the rewards (between 0 and 1, between -100 and 100, etc).\n", "\n", "A way to get rid of this dependency is to introduce **preferences** $p_t(a)$ for each action instead of the estimated Q-values. Preferences should follow the Q-values: an action with a high Q-value should have a high Q-value and vice versa, but we do not care about its exact scaling.\n", "\n", "In **reinforcement comparison**, we introduce a baseline $\\tilde{r}_t$ which is the average received reward **regardless the action**, i.e. there is a single value for the whole problem. This average reward is simply updated after each action with a moving average of the received rewards:\n", "\n", "$$\\tilde{r}_{t+1} = \\tilde{r}_{t} + \\alpha \\, (r_t - \\tilde{r}_{t})$$\n", "\n", "The average reward is used to update the preference for the action that was just executed:\n", "\n", "$$p_{t+1}(a_t) = p_{t}(a_t) + \\beta \\, (r_t - \\tilde{r}_{t})$$\n", "\n", "If the action lead to more reward than usual, its preference should be increased (good surprise). If the action lead to less reward than usual, its preference should be decreased (bad surprise).\n", "\n", "Action selection is simply a softmax over the preferences, without the temperature parameter (as we do not care about the scaling):\n", "\n", "$$\n", " \\pi (a) = \\frac{\\exp p_t(a)}{ \\sum_b \\exp p_t(b)}\n", "$$ \n", "\n", "**Q:** Implement reinforcement comparison (with $\\alpha=\\beta=0.1$) and compare it to the other methods on the default settings. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "class ReinforcementComparisonAgent (GreedyAgent):\n", " \n", " def __init__(self, bandit, alpha, beta, r_init=0.0):\n", " \n", " self.bandit = bandit\n", " self.alpha = alpha\n", " self.beta = beta\n", " \n", " # List of actions\n", " self.actions = np.arange(bandit.nb_actions)\n", " \n", " # Preferences\n", " self.p_t = np.zeros(self.bandit.nb_actions)\n", " \n", " # Mean reward\n", " self.r_mean = r_init\n", " \n", " \n", " def act(self):\n", " \n", " logit = np.exp((self.p_t - self.p_t.max()))\n", " \n", " proba_softmax = logit / np.sum(logit)\n", " \n", " action = rng.choice(self.actions, p=proba_softmax) \n", " \n", " return action\n", " \n", " def update(self, action, reward):\n", " \n", " self.p_t[action] += self.beta * (reward - self.r_mean)\n", " \n", " self.r_mean += self.alpha * (reward - self.r_mean)\n", " " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Number of arms\n", "nb_actions = 5\n", "\n", "# Learning rate\n", "alpha = 0.1\n", "beta = 0.1\n", "\n", "# epsilon for exploration\n", "epsilon = 0.1\n", "\n", "# Tau for exploration\n", "tau = 0.1\n", "\n", "rewards_greedy = []\n", "optimal_greedy = []\n", "\n", "rewards_egreedy = []\n", "optimal_egreedy = []\n", "\n", "rewards_softmax = []\n", "optimal_softmax = []\n", "\n", "rewards_rc = []\n", "optimal_rc = []\n", "\n", "for trial in range(200):\n", "\n", " # Bandit\n", " bandit = Bandit(nb_actions)\n", "\n", " # Greedy\n", " agent = GreedyAgent(bandit, alpha)\n", " rewards, optimal = agent.train(1000) \n", " rewards_greedy.append(rewards)\n", " optimal_greedy.append(optimal)\n", "\n", " # Greedy\n", " agent = EpsilonGreedyAgent(bandit, alpha, epsilon)\n", " rewards, optimal = agent.train(1000) \n", " rewards_egreedy.append(rewards)\n", " optimal_egreedy.append(optimal)\n", "\n", " # Softmax\n", " agent = SoftmaxAgent(bandit, alpha, tau)\n", " rewards, optimal = agent.train(1000) \n", " rewards_softmax.append(rewards)\n", " optimal_softmax.append(optimal)\n", "\n", " # Reinforcement comparison\n", " agent = ReinforcementComparisonAgent(bandit, alpha, beta)\n", " rewards, optimal = agent.train(1000) \n", " rewards_rc.append(rewards)\n", " optimal_rc.append(optimal)\n", " \n", "rewards_greedy = np.mean(rewards_greedy, axis=0)\n", "optimal_greedy = np.mean(optimal_greedy, axis=0)\n", "rewards_egreedy = np.mean(rewards_egreedy, axis=0)\n", "optimal_egreedy = np.mean(optimal_egreedy, axis=0)\n", "rewards_softmax = np.mean(rewards_softmax, axis=0)\n", "optimal_softmax = np.mean(optimal_softmax, axis=0)\n", "rewards_rc = np.mean(rewards_rc, axis=0)\n", "optimal_rc = np.mean(optimal_rc, axis=0)\n", " \n", "# Plot the Q-values and the evolution of rewards\n", "plt.figure(figsize=(12, 5))\n", "plt.subplot(121)\n", "plt.plot(rewards_greedy, label=\"Greedy\")\n", "plt.plot(rewards_egreedy, label=r\"$\\epsilon$-Greedy\")\n", "plt.plot(rewards_softmax, label=\"Softmax\")\n", "plt.plot(rewards_rc, label=\"Reinforcement comparison\")\n", "plt.legend()\n", "plt.xlabel(\"Plays\")\n", "plt.ylabel(\"Reward\")\n", "plt.subplot(122)\n", "plt.plot(optimal_greedy, label=\"Greedy\")\n", "plt.plot(optimal_egreedy, label=r\"$\\epsilon$-Greedy\")\n", "plt.plot(optimal_softmax, label=\"Softmax\")\n", "plt.plot(optimal_rc, label=\"Reinforcement comparison\")\n", "plt.legend()\n", "plt.xlabel(\"Plays\")\n", "plt.ylabel(\"Optimal\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**A:** RC is slower at the beginning, but ends up being more optimal. We never estimate the Q-values, but we do not care about them, we only want to perform the correct actions. We also get rid of the temperature parameter." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Q:** Compare all methods with optimistic initialization. The true Q-values come from $\\mathcal{N}(10, 10)$, the estimated Q-values are initialized to 20 for greedy, $\\epsilon$-greedy and softmax, and the average reward is initialized to 20 for RC (the preferences are initialized at 0). " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Number of arms\n", "nb_actions = 5\n", "\n", "# Learning rate\n", "alpha = 0.1\n", "beta = 0.1\n", "\n", "# epsilon for exploration\n", "epsilon = 0.1\n", "\n", "# Tau for exploration\n", "tau = 1.0\n", "\n", "# Optimistic initialization\n", "Q_init = 25.0\n", "\n", "rewards_greedy = []\n", "optimal_greedy = []\n", "\n", "rewards_egreedy = []\n", "optimal_egreedy = []\n", "\n", "rewards_softmax = []\n", "optimal_softmax = []\n", "\n", "rewards_rc = []\n", "optimal_rc = []\n", "\n", "for trial in range(200):\n", "\n", " # Bandit\n", " bandit = Bandit(nb_actions, mean=10.0, std_Q=10.0, std_r=1.0)\n", "\n", " # Greedy\n", " agent = GreedyAgent(bandit, alpha, Q_init)\n", " rewards, optimal = agent.train(1000) \n", " rewards_greedy.append(rewards)\n", " optimal_greedy.append(optimal)\n", "\n", " # Greedy\n", " agent = EpsilonGreedyAgent(bandit, alpha, epsilon, Q_init)\n", " rewards, optimal = agent.train(1000) \n", " rewards_egreedy.append(rewards)\n", " optimal_egreedy.append(optimal)\n", "\n", " # Softmax\n", " agent = SoftmaxAgent(bandit, alpha, tau, Q_init)\n", " rewards, optimal = agent.train(1000) \n", " rewards_softmax.append(rewards)\n", " optimal_softmax.append(optimal)\n", "\n", " # Reinforcement comparison\n", " agent = ReinforcementComparisonAgent(bandit, alpha, beta, Q_init)\n", " rewards, optimal = agent.train(1000) \n", " rewards_rc.append(rewards)\n", " optimal_rc.append(optimal)\n", " \n", "rewards_greedy = np.mean(rewards_greedy, axis=0)\n", "optimal_greedy = np.mean(optimal_greedy, axis=0)\n", "rewards_egreedy = np.mean(rewards_egreedy, axis=0)\n", "optimal_egreedy = np.mean(optimal_egreedy, axis=0)\n", "rewards_softmax = np.mean(rewards_softmax, axis=0)\n", "optimal_softmax = np.mean(optimal_softmax, axis=0)\n", "rewards_rc = np.mean(rewards_rc, axis=0)\n", "optimal_rc = np.mean(optimal_rc, axis=0)\n", " \n", "# Plot the Q-values and the evolution of rewards\n", "plt.figure(figsize=(12, 5))\n", "plt.subplot(121)\n", "plt.plot(rewards_greedy, label=\"Greedy\")\n", "plt.plot(rewards_egreedy, label=r\"$\\epsilon$-Greedy\")\n", "plt.plot(rewards_softmax, label=\"Softmax\")\n", "plt.plot(rewards_rc, label=\"Reinforcement comparison\")\n", "plt.legend()\n", "plt.xlabel(\"Plays\")\n", "plt.ylabel(\"Reward\")\n", "plt.subplot(122)\n", "plt.plot(optimal_greedy, label=\"Greedy\")\n", "plt.plot(optimal_egreedy, label=r\"$\\epsilon$-Greedy\")\n", "plt.plot(optimal_softmax, label=\"Softmax\")\n", "plt.plot(optimal_rc, label=\"Reinforcement comparison\")\n", "plt.legend()\n", "plt.xlabel(\"Plays\")\n", "plt.ylabel(\"Optimal\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 4 }