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@GerardBCN
Last active July 31, 2020 01:58
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State-value function approximation for the gridworld task using Monte Carlo simulations
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"import numpy as np\n",
"from tqdm import tqdm\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"sns.set_style(\"darkgrid\")\n",
"%pylab inline\n",
"import random"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"# First-visit Monte Carlo "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# parameters\n",
"gamma = 0.6 # discounting rate\n",
"rewardSize = -1\n",
"gridSize = 4\n",
"terminationStates = [[0,0], [gridSize-1, gridSize-1]]\n",
"actions = [[-1, 0], [1, 0], [0, 1], [0, -1]]\n",
"numIterations = 10000"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# initialization\n",
"V = np.zeros((gridSize, gridSize))\n",
"returns = {(i, j):list() for i in range(gridSize) for j in range(gridSize)}\n",
"deltas = {(i, j):list() for i in range(gridSize) for j in range(gridSize)}\n",
"states = [[i, j] for i in range(gridSize) for j in range(gridSize)]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# utils\n",
"def generateEpisode():\n",
" initState = random.choice(states[1:-1])\n",
" episode = []\n",
" while True:\n",
" if list(initState) in terminationStates:\n",
" return episode\n",
" action = random.choice(actions)\n",
" finalState = np.array(initState)+np.array(action)\n",
" if -1 in list(finalState) or gridSize in list(finalState):\n",
" finalState = initState\n",
" episode.append([list(initState), action, rewardSize, list(finalState)])\n",
" initState = finalState"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 10000/10000 [00:09<00:00, 1092.69it/s]\n"
]
}
],
"source": [
"for it in tqdm(range(numIterations)):\n",
" episode = generateEpisode()\n",
" G = 0\n",
" #print(episode)\n",
" for i, step in enumerate(episode[::-1]):\n",
" G = gamma*G + step[2]\n",
" if step[0] not in [x[0] for x in episode[::-1][len(episode)-i:]]:\n",
" idx = (step[0][0], step[0][1])\n",
" returns[idx].append(G)\n",
" newValue = np.average(returns[idx])\n",
" deltas[idx[0], idx[1]].append(np.abs(V[idx[0], idx[1]]-newValue))\n",
" V[idx[0], idx[1]] = newValue"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0. , -4.62939535, -8.06323419, -10.33670955],\n",
" [ -5.01729474, -6.44643267, -7.91912568, -8.35701949],\n",
" [ -8.1403594 , -7.82764654, -6.51265382, -4.69684525],\n",
" [-10.6207086 , -8.28126595, -4.70611477, 0. ]])"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"V"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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AGBSBziG9G+io0AEAAAAGQ6BzSPd76KjQAQAAAAZEoHNI3bs9dDRFBgAAAAZFoHNIeugA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\nwb/23cO8Oce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YGB9kZGQIz3tZp0WzbRadPcuSwSES+TyOqjLa1clgdzfZZBJVVVEUBVlW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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb9ec5a07b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# using gamma = 1\n",
"plt.figure(figsize=(20,10))\n",
"all_series = [list(x)[:50] for x in deltas.values()]\n",
"for series in all_series:\n",
" plt.plot(series)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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AAABeNKLPBZV22PRZna7S933qJuk2o/R1n20pSeIyZwAAAODKiT4X1TaZ9eNs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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb9ec540518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# using gamma = 0.6\n",
"plt.figure(figsize=(20,10))\n",
"all_series = [list(x)[:50] for x in deltas.values()]\n",
"for series in all_series:\n",
" plt.plot(series)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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