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Created June 27, 2021 07:24
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "bd6d121e",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "markdown",
"id": "7ef5ccf4",
"metadata": {},
"source": [
"States are defined by $S_t$, where $t$ is the time step, such as $S_{t+1}$ is the next state (after a mode/action). In that case, the update to the estimated value of the state $S_t$ is\n",
"\n",
"$$\n",
"V(S_t) \\leftarrow V(S_t) + \\alpha \\left[ V(S_{t+1}) - V(S_t) \\right]\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "a078df9a",
"metadata": {},
"source": [
"## 2.1 A $k$-armed Bandit Problem\n",
"\n",
"Given $k$ bandits, each of the bandits has a mean reward with some given standard deviation. Each action $A_t$ generates a reward $R_t$. The value $q_*(a)$ of such an action is then given as\n",
"\n",
"$$\n",
"q_*(a)~\\dot=~\\mathbb{E}[R_t | A_t = a]\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "headed-texas",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1, 2, 3, 4])"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.array([[1,2],[3,4]]).flatten()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "29f88abf",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"class Bandits(object):\n",
" def __init__(self, k, instances=1):\n",
" self.k = k\n",
" self.i = instances # number of bandit instances running in parallel\n",
" self.mean = np.zeros((self.i, self.k))\n",
" self.stddev = np.ones((self.i, self.k))\n",
" \n",
" self.normal_mean() # Initialize to normal by default\n",
"\n",
" def normal_mean(self, mean=0.0, std=1.0):\n",
" self.mean = np.random.normal(size=(self.i, self.k)) * std + mean\n",
" \n",
" def normal_stddevs(self, mean=0.0, std=1.0):\n",
" self.stddev = np.random.normal(size=(self.i, self.k)) * std + mean\n",
" \n",
" def uniform_mean(self, minimum=0.0, maximum=1.0):\n",
" self.mean = np.random.uniform(size=(self.i, self.k)) * (maximum - minimum) + minimum\n",
" \n",
" def uniform_stddev(self, minimum=0.0, maximum=1.0):\n",
" self.stddev = np.random.uniform(size=(self.i, self.k)) * (maximum - minimum) + minimum\n",
" \n",
" def __repr__(self):\n",
" if self.i == 1:\n",
" return f'Bandits(k={self.k}): means={self.mean}, stddev={self.stddev}'\n",
" else:\n",
" return f'Bandits(k={self.k}, i={self.i}): means=({self.mean.shape}), stddev=({self.stddev.shape})'\n",
" \n",
" def reward(self, *, A=None, n=1):\n",
" \"\"\"Returns the rewards by running the k bandits. n is the number of calls to emulate.\n",
" If A is give, the reward will be for the given actions.\n",
" \n",
" Args:\n",
" A: Matrix of actions. Must be i x n for n > 1, i otherwise\n",
" n: Number of runs at a current step\n",
" \n",
" Returns:\n",
" Matrix of shape i x n x k if A is not provided, otherwise, i x n\n",
" For example, result[0] would represent n independent runs of the same bandit problem.\n",
" \"\"\"\n",
" res = np.random.normal(size=(n, self.i, self.k))\n",
" res = res * self.stddev + self.mean\n",
" res = res.transpose((1, 0, 2))\n",
" \n",
" if A is not None:\n",
" A = A.flatten()\n",
" if n == 1:\n",
" res = res.squeeze(1)\n",
" res = res[range(self.i), A]\n",
" else:\n",
" res = res.reshape(-1, self.k)\n",
" res = res[range(len(res)), A]\n",
" res = res.reshape(self.i, n)\n",
" return res\n",
" \n",
" def __call__(self, *args, **kwargs):\n",
" return self.reward(*args, **kwargs)\n",
" \n",
" def visualize(self, ax=None, instances=6, samples=1000, *args, **kwargs):\n",
" r\"\"\"\n",
" Args:\n",
" ax: axis to show on (numpy list)\n",
" instances: Maximum number of instances to visualize\n",
" samples: Number of samples to generate for violinplot\n",
" \"\"\"\n",
" assert 0 < instances\n",
" i = min(self.i, instances)\n",
" if ax is None:\n",
" if i == 1:\n",
" rows, cols = 1, 1\n",
" else:\n",
" rows = i // 3 + int(i % 3 > 0)\n",
" cols = 3\n",
" fig, ax = plt.subplots(\n",
" rows, cols, squeeze=False, sharex=True, sharey=True,\n",
" figsize=(cols*7, rows*5),\n",
" *args, **kwargs)\n",
" values = self(n=samples)\n",
" if not isinstance(ax, np.ndarray):\n",
" ax = np.array([ax])\n",
" for jdx in range(i):\n",
" a = ax.flat[jdx]\n",
" v = values[jdx]\n",
" sns.violinplot(data=v, inner=None, ax=a)\n",
" for idx, m in enumerate(self.mean[jdx]):\n",
" a.text(idx, m, s=f'$q_*={m:.2f}$', c='k',\n",
" rotation='vertical', ha='center', va='center')\n",
" plt.tight_layout()\n",
" return ax"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "054b0362",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([[<AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>],\n",
" [<AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>]], dtype=object)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<Figure size 2100x1000 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_theme()\n",
"\n",
"bandits = Bandits(5, instances=6)\n",
"bandits.normal_mean(1.0, 2.0)\n",
"bandits.visualize(samples=10000)"
]
},
{
"cell_type": "markdown",
"id": "psychological-broadway",
"metadata": {},
"source": [
"## 2.2 Action-Value Methods\n",
"\n",
"The true value of an action is the mean reward when that action is selected. One way to estimate this is by averaging the rewards that were received:\n",
"\n",
"$$\n",
"Q_t(a)~\\dot=~\\frac{ \\sum_{i=1}^{t-1}{R_i\\mathbb{1}_{A_i=a}} }{ \\sum_{i=1}^{t-1}{\\mathbb{1}_{A_i=a}} }\n",
"$$\n",
"\n",
"If the denominator is 0, the reward $Q$ would take an arbitrary value.\n",
"Note that $Q$ converges to $q_*$.\n",
"\n",
"### Greedy action\n",
"\n",
"The greedy choice is given by\n",
"\n",
"$$\n",
"A_t~\\dot=~\\texttt{argmax}_aQ_t(a)\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "earned-settlement",
"metadata": {},
"outputs": [],
"source": [
"class Agent(object):\n",
" def __init__(self, bandit, epsilon=0.0, num_runs=100):\n",
" self.bandit = bandit\n",
" self.epsilon = epsilon\n",
" self.num_runs = num_runs\n",
" \n",
" self._make_vars()\n",
" \n",
" def _make_vars(self):\n",
" self.num_taken = np.ones((self.bandit.i, self.bandit.k))\n",
" self.sum_rewards = np.zeros((self.bandit.i, self.bandit.k))\n",
" \n",
" def _update(self, R, A):\n",
" self.sum_rewards[range(self.bandit.i), A] += R\n",
" self.num_taken[range(self.bandit.i), A] += 1\n",
" \n",
" @property\n",
" def Q(self):\n",
" _Q = self.sum_rewards / self.num_taken\n",
" _Q[np.isnan(_Q)] = 0\n",
" return _Q\n",
" \n",
" def step(self):\n",
" \"\"\"epsilon-greedy step\n",
" \n",
" bandit reward is a i x n x k matrix, where i is the instance axis, n is the number of runs per instance,\n",
" and k is the bandit problem axis (that is 10-armed bandit would have k=10).\n",
" In this example, we take a single run per instance per step, that is n=1\n",
" \"\"\"\n",
" # Exploration p is different for every bandit\n",
" p_explore = np.random.binomial(n=1, p=self.epsilon, size=(self.bandit.i))\n",
" p_exploit = 1 - p_explore\n",
" p_explore = p_explore.astype(bool)\n",
" p_exploit = p_exploit.astype(bool)\n",
" \n",
" Q = self.Q\n",
" A = np.zeros((self.bandit.i), dtype=int)\n",
" \n",
" # Exploitation\n",
" if p_exploit.any():\n",
" A[p_exploit] = Q[p_exploit].argmax(1) # Greedy action\n",
" \n",
" # Exploration\n",
" if p_explore.any():\n",
" idx = np.random.randint(0, self.bandit.k, size=self.bandit.i)[p_explore] # Random action\n",
" A[p_explore] = idx\n",
" \n",
" # Update the Q\n",
" # self.Q = A # This is not assignment, but update -- see the property setter definition\n",
" R = self.bandit(n=1, A=A)\n",
" self._update(R=R, A=A)\n",
" \n",
" return R, A"
]
},
{
"cell_type": "markdown",
"id": "decimal-start",
"metadata": {},
"source": [
"## 2.3 The 10-Armed Testbed"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "charged-colorado",
"metadata": {},
"outputs": [],
"source": [
"steps = 1000 # That many steps each bandit will be tried\n",
"instances = 2000 # That many bandits will run in parallel\n",
"k = 10\n",
"\n",
"bandits = Bandits(k, instances=instances)\n",
"optimal_A = bandits.mean.argmax(1) # These are the ideally optimal actions"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "cellular-venezuela",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<AxesSubplot:>]], dtype=object)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bandits.visualize(instances=1)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "monetary-mentor",
"metadata": {},
"outputs": [],
"source": [
"epsilons = [0.1, 0.01, 0.0]\n",
"\n",
"p = [ Agent(bandits, epsilon=e) for e in epsilons ]\n",
"\n",
"history = {\n",
" 'q': [[], [], []], # Rewards\n",
" 'A': [[], [], []], # Fractions of optimal\n",
"}\n",
"\n",
"for step in range(steps):\n",
" for idx in range(len(p)):\n",
" q, A = p[idx].step()\n",
" history['q'][idx].append(q.mean())\n",
" history['A'][idx].append(\n",
" (A == optimal_A).astype(float).mean()\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "deadly-court",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib.ticker import PercentFormatter\n",
"\n",
"fig, ax = plt.subplots(2, 1, sharex=True, figsize=(10, 10))\n",
"\n",
"for idx in range(len(epsilons)):\n",
" ax[0].plot(range(steps), history['q'][idx], label=f'$\\epsilon$={epsilons[idx]:.2f}')\n",
" ax[1].plot(range(steps), history['A'][idx], label=f'$\\epsilon$={epsilons[idx]:.2f}')\n",
"ax[0].legend()\n",
"ax[0].set_ylabel('Average Reward')\n",
"ax[1].legend()\n",
"ax[1].set_xlabel('Steps')\n",
"ax[1].set_ylabel('Optimal Actions')\n",
"ax[1].yaxis.set_major_formatter(PercentFormatter(1.0))\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "alpha-teens",
"metadata": {},
"source": [
"### Increase the variance"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "announced-hypothetical",
"metadata": {},
"outputs": [],
"source": [
"steps = 1000 # That many steps each bandit will be tried\n",
"instances = 2000 # That many bandits will run in parallel\n",
"k = 10\n",
"\n",
"bandits = Bandits(k, instances=instances)\n",
"bandits.stddev = np.ones(bandits.stddev.shape) * 10\n",
"optimal_A = bandits.mean.argmax(1) # These are the ideally optimal actions"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "guided-reflection",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<AxesSubplot:>]], dtype=object)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bandits.visualize(instances=1)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "advisory-cooking",
"metadata": {},
"outputs": [],
"source": [
"epsilons = [0.1, 0.01, 0.0]\n",
"\n",
"p = [ Agent(bandits, epsilon=e) for e in epsilons ]\n",
"\n",
"history = {\n",
" 'q': [[], [], []], # Rewards\n",
" 'A': [[], [], []], # Fractions of optimal\n",
"}\n",
"\n",
"for step in range(steps):\n",
" for idx in range(len(p)):\n",
" q, A = p[idx].step()\n",
" history['q'][idx].append(q.mean())\n",
" history['A'][idx].append(\n",
" (A == optimal_A).astype(float).mean()\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "civilian-excerpt",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib.ticker import PercentFormatter\n",
"\n",
"fig, ax = plt.subplots(2, 1, sharex=True, figsize=(10, 10))\n",
"\n",
"for idx in range(len(epsilons)):\n",
" ax[0].plot(range(steps), history['q'][idx], label=f'$\\epsilon$={epsilons[idx]:.2f}')\n",
" ax[1].plot(range(steps), history['A'][idx], label=f'$\\epsilon$={epsilons[idx]:.2f}')\n",
"ax[0].legend()\n",
"ax[0].set_ylabel('Average Reward')\n",
"ax[1].legend()\n",
"ax[1].set_xlabel('Steps')\n",
"ax[1].set_ylabel('Optimal Actions')\n",
"ax[1].yaxis.set_major_formatter(PercentFormatter(1.0))\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "secret-tractor",
"metadata": {},
"source": [
"## 2.4 Incremental Implementation\n",
"\n",
"The value of an action can also be computed as\n",
"\n",
"$$\n",
"\\begin{align}\n",
"Q_{n+1}&~\\dot=~\\frac{R_1 + R_2 + \\dots + R_{n-1} + R_n}{n} \\\\\n",
"Q_{n+1} &= \\frac{1}{n}\\sum_{i=1}^{n}{R_i} \\\\\n",
"&= \\frac{1}{n}\\left( R_n + \\sum_{i=1}^{n-1}{R_i} \\right) \\\\\n",
"&= \\frac{1}{n}\\left( R_n + (n-1)\\frac{1}{n-1}\\sum_{i=1}^{n-1}{R_i} \\right) \\\\\n",
"&= \\frac{1}{n}\\left( R_n + (n-1)Q_n \\right) \\\\\n",
"&= \\frac{1}{n}\\left( R_n + nQ_n-Q_n \\right) \\\\\n",
"&= Q_n + \\frac{1}{n}\\left(R_n-Q_n\\right)\n",
"\\end{align}\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "banner-interpretation",
"metadata": {},
"outputs": [],
"source": [
"class IncrementalAgent(Agent):\n",
" def _make_vars(self):\n",
" self.num_taken = np.ones((self.bandit.i, self.bandit.k))\n",
" self._Q = np.zeros((self.bandit.i, self.bandit.k))\n",
" \n",
" def _update(self, R, A):\n",
" self.num_taken[range(self.bandit.i), A] += 1\n",
" \n",
" N = self.num_taken[range(self.bandit.i), A]\n",
" Q = self._Q[range(bandit.i), A]\n",
" \n",
" self._Q[range(bandit.i), A] = Q + 1.0 / N * (R - Q)\n",
" \n",
" @property\n",
" def Q(self):\n",
" return self._Q"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "unlimited-horror",
"metadata": {},
"outputs": [],
"source": [
"steps = 1000 # That many steps each bandit will be tried\n",
"instances = 2000 # That many bandits will run in parallel\n",
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