{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Imports" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "from ADMCode import visualize as vis\n", "from ADMCode import qlearn, utils\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import warnings\n", "\n", "warnings.simplefilter('ignore', np.RankWarning)\n", "warnings.filterwarnings(\"ignore\", module=\"matplotlib\")\n", "warnings.filterwarnings(\"ignore\")\n", "sns.set(style='white', font_scale=1.3)\n", "\n", "%matplotlib inline\n", "%config InlineBackend.figure_format = 'png'\n", "%config InlineBackend.savefig.dpi = 150" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Q-learning" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "### Equations\n", "---\n", "* **Q-update**: $$Q(a_i) \\leftarrow Q(a_i) + \\alpha (r_t - Q(a_i))$$\n", "\n", "* **Softmax policy**: $$P(a_i) = \\frac{e^{\\beta Q(a_i)}}{\\sum_j^N e^{\\beta Q(a_j)}}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "### Code" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "def update_Qi(Qval, reward, alpha):\n", " \"\"\" update q-value of selected action, given reward and alpha\n", " \"\"\"\n", " return Qval + alpha*(reward - Qval)\n", "\n", "def update_Pall(Qvector, beta):\n", " \"\"\" update vector of action selection probabilities given\n", " associated q-values\n", " \"\"\"\n", " return np.array([np.exp(beta*Q_i) / np.sum(np.exp(beta * Qvector)) for Q_i in Qvector])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Multi-armed bandit task" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "from IPython.core.display import HTML \n", "Image(url='https://github.com/CoAxLab/AdaptiveDecisionMaking_2018/blob/master/notebooks/images/bandit.png?raw=true', width=250)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Q-agent" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "# alpha (float): learning rate parameter\n", "# beta (float): inverse temperature parameter \n", "# preward (list): 1xN vector of P(r) for each bandit\n", "# rvalues (list): 1xN vector of rew. values for each bandit\n", "agent = qlearn.Qagent(alpha=.1,\n", " beta=3.5, \n", " preward=[.85, .75, .65], \n", " rvalues=[1, 1, 1])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "### Simulate a single agent" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "# play 800 trials of multi-armed bandit task\n", "data1 = agent.play_bandits(ntrials=1000, get_output=True)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "### Check output dataframe" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
agenttrialq0q1q2p0p1p2choicefeedbackoptimal
0110.0000.10.00.29250.41500.2925110
1120.0000.10.10.26050.36970.3697210
2130.1000.10.10.33330.33330.3333011
3140.1900.10.10.40660.29670.2967011
4150.2710.10.10.47640.26180.2618011
\n", "
" ], "text/plain": [ " agent trial q0 q1 q2 p0 p1 p2 choice feedback \\\n", "0 1 1 0.000 0.1 0.0 0.2925 0.4150 0.2925 1 1 \n", "1 1 2 0.000 0.1 0.1 0.2605 0.3697 0.3697 2 1 \n", "2 1 3 0.100 0.1 0.1 0.3333 0.3333 0.3333 0 1 \n", "3 1 4 0.190 0.1 0.1 0.4066 0.2967 0.2967 0 1 \n", "4 1 5 0.271 0.1 0.1 0.4764 0.2618 0.2618 0 1 \n", "\n", " optimal \n", "0 0 \n", "1 0 \n", "2 1 \n", "3 1 \n", "4 1 " ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# trial: trial number\n", "# q0: Q-value (i.e., expected value) of first bandit\n", "# p0: soft-max probability of selecting first bandit\n", "# choice: chosen bandit\n", "# feedback: feedback value returned by chosen bandit\n", "# optimal: did the agent choose the optimal action (1) or not (0)\n", "data1.head() " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Plot $Q \\, \\& \\, P$ values $(\\alpha=.1)$" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimal Choice: 48.80\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0wAAADoCAYAAADc+GTSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwFIcFXU1uQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot Q-values and softmax selection prob. for each bandit\n", "agent.set_params(alpha=.1)\n", "data1 = agent.play_bandits(ntrials=1000, get_output=True)\n", "vis.plot_qlearning(data1)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "### Re-simulate agent with $\\alpha=.025$" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimal Choice: 48.60\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0wAAADoCAYAAADc+GTSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "agent.set_params(alpha=.025)\n", "data2 = agent.play_bandits(ntrials=1000, get_output=True)\n", "vis.plot_qlearning(data2)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Simulate multiple agents (compare $\\alpha$)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "### $\\alpha = .1 \\,\\, \\beta=4.5$" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimal Choice: 45.85\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0wAAADoCAYAAADc+GTSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQgghhJA6/H+CqCGlHdY9FQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "agent.set_params(alpha=.1)\n", "data3 = agent.simulate_multiple(nsims=10, ntrials=1000)\n", "vis.plot_qlearning(data3)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "### $\\alpha = .025 \\,\\, \\beta=4.5$" ] }, { "cell_type": "code", "execution_count": 459, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "agent.set_params(alpha=.025)\n", "data4 = agent.simulate_multiple(nsims=10, ntrials=1000)\n", "vis.plot_qlearning(data4)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Make agent more exploitative: $\\uparrow \\beta$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "### $\\alpha = .1 \\,\\, \\beta=8$" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimal Choice: 60.30\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0wAAADoCAYAAADc+GTSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "agent.set_params(alpha=.12, beta=8)\n", "data5 = agent.simulate_multiple(nsims=20, ntrials=1000)\n", "vis.plot_qlearning(data5)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "### $\\alpha = .025 \\,\\, \\beta=8$" ] }, { "cell_type": "code", "execution_count": 403, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABpUAAAHQCAYAAABA9eJnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhNuGbmxjSfgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 232, "width": 842 } }, "output_type": "display_data" } ], "source": [ "agent.set_params(alpha=.025, beta=8)\n", "data6 = agent.simulate_multiple(nsims=20, ntrials=1000)\n", "vis.plot_qlearning(data6)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# **Q-Agent Competition!**" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimal Choice: 39.54\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0wAAADoCAYAAADc+GTSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# DEFINE AN AGENT AND N-ARMED BANDIT TASK\n", "# N-item list of P(reward)'s (for each of N arms)\n", "\n", "# FIXED\n", "preward = [.8, .7, .6] \n", "nSims = 10\n", "nTrials = 1000\n", "\n", "# MAXIMUMS\n", "alpha = .1\n", "beta = 5\n", "\n", "myAgent = qlearn.Qagent(alpha=alpha, beta=beta, preward=preward)\n", "myData = myAgent.simulate_multiple(nsims=nSims, ntrials=nTrials)\n", "vis.plot_qlearning(myData)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Q-learning code" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "def update_Qi(Qval, reward, alpha):\n", " \"\"\" update q-value of selected action, given reward and alpha\n", " \"\"\"\n", " return Qval + alpha*(reward - Qval)\n", "\n", "def update_Pall(Qvector, beta):\n", " \"\"\" update vector of action selection probabilities given\n", " associated q-values\n", " \"\"\"\n", " return np.array([np.exp(beta*Q_i) / np.sum(np.exp(beta * Qvector)) for Q_i in Qvector])" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "def play_bandits(alpha=.1, beta=.15, preward=[.8, .5, .2], ntrials=1000):\n", " \"\"\" \n", " ::Arguments::\n", " alpha (float): learning rate\n", " beta (float): inverse temperature parameter\n", " preward (list): 1xN vector of P(reward) for each of N bandits\n", " ntrials (int): number of trials to play bandits\n", " ::Returns::\n", " pandasDF (Ntrials x Nbandits), trialwise Q/P values per bandit\n", " \"\"\"\n", " nact = len(preward)\n", " actions = np.arange(nact) \n", " rvalues = np.ones(nact)\n", " \n", " bandits = qlearn.MultiArmedBandit(preward=preward, rvalues=rvalues)\n", " \n", " Qmatrix=np.zeros((ntrials, nact))\n", " Pmatrix=np.zeros_like(Qmatrix)\n", " Qvalues = Qmatrix[0, :]\n", " Pvalues = np.array([1/nact]*nact)\n", "\n", " for t in range(ntrials):\n", " # select bandit arm (action)\n", " act_i = np.random.choice(actions, p=Pvalues)\n", " \n", " # observe feedback\n", " r = bandits.get_feedback(act_i)\n", " # get expected value \n", " Qexpected = Qvalues[act_i]\n", " # update expected value and store in Qvalues array\n", " # Qexpected + alpha * (r - Qexpected)\n", " Qvalues[act_i] = update_Qi(Qexpected, r, alpha)\n", " \n", " # update action selection probabilities \n", " Pvalues = update_Pall(Qvalues, beta)\n", " \n", " # store new values in output matrices\n", " Qmatrix[t, :] = Qvalues\n", " Pmatrix[t, :] = Pvalues\n", " \n", " return make_output_df(Qmatrix, Pmatrix) " ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "def make_output_df(Qmatrix, Pmatrix):\n", " \"\"\" generate output dataframe with trialwise Q and P measures for each bandit,\n", " as well as choice selection, and feedback\n", " ::Arguments::\n", " Qmatrix (ndarray): q-value array with dims [Ntrials x Nbandits] \n", " Pmatrix (ndarray): softmax prob array with dims [Ntrials x Nbandits] \n", " ::Returns::\n", " df (DataFrame): pandas df containing Q and P values for each bandit [Ntrials x 2*Nbandits]\n", " \"\"\"\n", " actions = np.arange(Qmatrix.shape[1])\n", " df = pd.concat([pd.DataFrame(dat) for dat in [Qmatrix, Pmatrix]], axis=1)\n", " cols = [['{}{}'.format(x,c) for c in actions] for x in ['q', 'p']]\n", " df.columns = np.hstack(cols)\n", " df.insert(0, 'trial', np.arange(1, df.shape[0]+1))\n", " return df" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "df = play_bandits(alpha=.1, beta=2, preward=[.85, .75, .65])" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
trialq0q1q2p0p1p2
010.80130.68650.61830.31040.37920.3104
120.10000.10000.00000.35480.35480.2905
230.10000.19000.00000.33160.39700.2715
340.19000.19000.00000.37260.37260.2548
450.17100.19000.00000.36380.37780.2584
\n", "
" ], "text/plain": [ " trial q0 q1 q2 p0 p1 p2\n", "0 1 0.8013 0.6865 0.6183 0.3104 0.3792 0.3104\n", "1 2 0.1000 0.1000 0.0000 0.3548 0.3548 0.2905\n", "2 3 0.1000 0.1900 0.0000 0.3316 0.3970 0.2715\n", "3 4 0.1900 0.1900 0.0000 0.3726 0.3726 0.2548\n", "4 5 0.1710 0.1900 0.0000 0.3638 0.3778 0.2584" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.0" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 2 }