Skip to content

Instantly share code, notes, and snippets.

@GM3D
Created May 18, 2020 11:07
Show Gist options
  • Save GM3D/fc095535aaf3e779a8013e8d67835b81 to your computer and use it in GitHub Desktop.
Save GM3D/fc095535aaf3e779a8013e8d67835b81 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "## Reproducing table 5.1\n\n![screenshot-play.google.com-2020.05.18-17_25_09.png](attachment:screenshot-play.google.com-2020.05.18-17_25_09.png)",
"attachments": {
"screenshot-play.google.com-2020.05.18-17_25_09.png": {
"image/png": "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"
}
}
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "using Pkg; Pkg.add(\"Distributions\");\nusing Distributions;",
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": "\u001b[32m\u001b[1m Updating\u001b[22m\u001b[39m registry at `~/.julia/registries/General`\n",
"name": "stderr"
},
{
"output_type": "stream",
"text": "\u001b[?25l\u001b[2K",
"name": "stdout"
},
{
"output_type": "stream",
"text": "\u001b[32m\u001b[1m Updating\u001b[22m\u001b[39m git-repo `https://github.com/JuliaRegistries/General.git`\n",
"name": "stderr"
},
{
"output_type": "stream",
"text": "\u001b[?25h",
"name": "stdout"
},
{
"output_type": "stream",
"text": "\u001b[32m\u001b[1m Resolving\u001b[22m\u001b[39m package versions...\n\u001b[32m\u001b[1m Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.4/Project.toml`\n\u001b[90m [no changes]\u001b[39m\n\u001b[32m\u001b[1m Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.4/Manifest.toml`\n\u001b[90m [no changes]\u001b[39m\n",
"name": "stderr"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "n_states = 3\nn_actions = 2\np1 = Array[[(1.0, (1, 0.0)), (0.0, (2, 0.0)), (0.0, (3, 0.0))], [(0.5, (1, -1.0)), (0.5, (2, -1.0)), (0.0, (3, 0.0))]]\np2 = Array[[(1.0, (1, 1.0)), (0.0, (2, 0.0)), (0.0, (3, 0.0))], [(0.0, (1, 0.0)), (0.5, (2, -1.0)), (0.5, (3, -1.0))]]\np3 = Array[[(1.0, (2, 1.0)), (0.0, (2, 0.0)), (0.0, (3, 0.0))], [(1.0, (1, 12.0)), (0.0, (2, 0.0)), (0.0, (3, 0.0))]]\n\np = [p1, p2, p3]",
"execution_count": 2,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 2,
"data": {
"text/plain": "3-element Array{Array{Array,1},1}:\n [[(1.0, (1, 0.0)), (0.0, (2, 0.0)), (0.0, (3, 0.0))], [(0.5, (1, -1.0)), (0.5, (2, -1.0)), (0.0, (3, 0.0))]]\n [[(1.0, (1, 1.0)), (0.0, (2, 0.0)), (0.0, (3, 0.0))], [(0.0, (1, 0.0)), (0.5, (2, -1.0)), (0.5, (3, -1.0))]]\n [[(1.0, (2, 1.0)), (0.0, (2, 0.0)), (0.0, (3, 0.0))], [(1.0, (1, 12.0)), (0.0, (2, 0.0)), (0.0, (3, 0.0))]]"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "function choose_action_random(s)\n action = rand(1:2)\n return action\nend\n\nfunction environment_response(s, a)\n p_table = p[s]\n transition_table = p_table[a]\n p1 = [transition_table[s_next][1] for s_next in 1:n_states]\n s1 = [transition_table[s_next][2][1] for s_next in 1:n_states]\n r1 = [transition_table[s_next][2][2] for s_next in 1:n_states]\n# println(\"p1 = $p1\")\n outcome = rand(Categorical(p1))\n s_next = s1[outcome]\n reward = r1[outcome]\n return s_next, reward\nend\n ",
"execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 3,
"data": {
"text/plain": "environment_response (generic function with 1 method)"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "environment_response(1, 2)",
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 4,
"data": {
"text/plain": "(1, -1.0)"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "n_iter = 100\nnoise = Normal()\ns = 1\nG = zeros(n_states, n_actions)\nn = zeros(n_states, n_actions, n_states)\nfor i in 1:n_iter\n a = choose_action_random(s)\n s_next, r = environment_response(s, a)\n# println(\"s, a, s_next, r = $s, $a, $s_next, $r\")\n G[s, a] += r + rand(noise)\n n[s, a, s_next] += 1\n s = s_next\nend\n\np_guessed = zeros(n_states, n_actions, n_states)\ng_guessed = zeros(n_states, n_actions)\nfor s in 1:n_states\n for a in 1:n_actions\n sum_n_for_a_s = sum(n[s, a, :])\n for ns in 1:n_states\n if sum_n_for_a_s > 0\n p_guessed[s, a, ns] = n[s, a, ns]/sum_n_for_a_s\n else\n p_guessed[s, a, ns] = 1/n_states\n end\n end\n if sum_n_for_a_s > 0\n g_guessed[s, a] = G[s, a]/sum_n_for_a_s\n else\n nothing # already initialized with 0\n end\n end\nend\n\nprintln(\"n(s, a, s')\")\nfor s in 1:n_states\n for a in 1:n_actions\n println(\"n[$s, $a, s'] =\", n[s, a, :])\n end\nend\n\nprintln(\"\\nG(s, a)\")\nfor s in 1:n_states\n println(G[s, :])\nend\n\nprintln(\"\\np_guessed(s, a, s')\")\nfor s in 1:n_states\n for a in 1:n_actions\n println(\"p_guessed[$s, $a, s'] =\", p_guessed[s, a, :])\n end\nend\n\nprintln(\"\\ng_guessed(s, a)\")\nfor s in 1:n_states\n println(g_guessed[s, :])\nend",
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"text": "n(s, a, s')\nn[1, 1, s'] =[45.0, 0.0, 0.0]\nn[1, 2, s'] =[16.0, 12.0, 0.0]\nn[2, 1, s'] =[12.0, 0.0, 0.0]\nn[2, 2, s'] =[0.0, 7.0, 4.0]\nn[3, 1, s'] =[0.0, 4.0, 0.0]\nn[3, 2, s'] =[0.0, 0.0, 0.0]\n\nG(s, a)\n[-6.990409784754108, -31.5159699385173]\n[13.119146111844445, -12.832250208077452]\n[5.1033092615652045, 0.0]\n\np_guessed(s, a, s')\np_guessed[1, 1, s'] =[1.0, 0.0, 0.0]\np_guessed[1, 2, s'] =[0.5714285714285714, 0.42857142857142855, 0.0]\np_guessed[2, 1, s'] =[1.0, 0.0, 0.0]\np_guessed[2, 2, s'] =[0.0, 0.6363636363636364, 0.36363636363636365]\np_guessed[3, 1, s'] =[0.0, 1.0, 0.0]\np_guessed[3, 2, s'] =[0.3333333333333333, 0.3333333333333333, 0.3333333333333333]\n\ng_guessed(s, a)\n[-0.1553424396612024, -1.1255703549470464]\n[1.0932621759870371, -1.1665682007343139]\n[1.2758273153913011, 0.0]\n",
"name": "stdout"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "julia-1.4",
"display_name": "Julia 1.4.1",
"language": "julia"
},
"language_info": {
"file_extension": ".jl",
"name": "julia",
"mimetype": "application/julia",
"version": "1.4.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment