mirror of
https://github.com/ImperialCollegeLondon/ReCoDE_MCMCFF.git
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284 lines
312 KiB
Plaintext
284 lines
312 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "5ac56056-ca33-4f13-8e36-564b94144c1e",
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"metadata": {
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"tags": []
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},
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"source": [
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"<h1 align=\"center\">Markov Chain Monte Carlo for fun and profit</h1>\n",
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"<h1 align=\"center\"> 🎲 ⛓️ 👉 🧪 </h1>"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "eb5d773e-4cc0-48ae-bb71-7ece7ab5f936",
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"from numba import jit\n",
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"\n",
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"# This loads some custom styles for matplotlib\n",
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"import json, matplotlib\n",
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"\n",
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"with open(\"assets/matplotlibrc.json\") as f:\n",
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" matplotlib.rcParams.update(json.load(f))\n",
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"\n",
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"np.random.seed(\n",
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" 42\n",
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") # This makes our random numbers reproducable when the notebook is rerun in order"
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]
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},
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{
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"cell_type": "markdown",
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"id": "fd49fb0b-71b6-492f-9f46-082ad3bc3905",
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"metadata": {},
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"source": [
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"# Producing Research Outputs\n",
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"\n",
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"So now that we have the ability to simulate our system lets do a little exploration. First let's take three temperatures at each we'll do 10 runs and see how the systems evolve. I'll also tack on a little histogram at the right hand side of where the systens spent their time."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "e26963ee-dd2b-47d3-b088-4e1068fac6b0",
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"metadata": {},
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"outputs": [],
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"source": [
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"from MCFF.mcmc import mcmc_generator\n",
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"\n",
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"### The measurement we will make ###\n",
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"def average_color(state):\n",
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" return np.mean(state)\n",
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"\n",
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"\n",
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"### Simulation Inputs ###\n",
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"N = 20 # Use an NxN system\n",
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"Ts = [10, 4.5, 3] # What temperatures to use\n",
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"steps = 200 # How many times to sample the state\n",
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"stepsize = N**2 # How many individual monte carlo flips to do in between each sample\n",
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"N_repeats = 10 # How many times to repeat each run at fixed temperature\n",
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"initial_state = np.ones(shape=(N, N)) # the intial state to use\n",
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"flips = (\n",
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" np.arange(steps) * stepsize\n",
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") # Use this to plot the data in terms of individual flip attemps\n",
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"\n",
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"### Simulation Code ###\n",
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"average_color_data = np.array(\n",
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" [\n",
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" [\n",
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" [\n",
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" average_color(s)\n",
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" for s in mcmc_generator(\n",
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" initial_state, steps=steps, stepsize=stepsize, T=T\n",
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" )\n",
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" ]\n",
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" for _ in range(N_repeats)\n",
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" ]\n",
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" for T in Ts\n",
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" ]\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "ce10544d-85fe-49ee-8b4a-63ffd4982ed2",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1080x504 with 6 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# It's always good to separate you plotting from your data generation\n",
|
|
"from itertools import count\n",
|
|
"\n",
|
|
"fig, axes = plt.subplots(\n",
|
|
" figsize=(15, 7),\n",
|
|
" nrows=3,\n",
|
|
" ncols=2,\n",
|
|
" sharey=\"row\",\n",
|
|
" sharex=\"col\",\n",
|
|
" gridspec_kw=dict(hspace=0, wspace=0, width_ratios=(4, 1)),\n",
|
|
")\n",
|
|
"\n",
|
|
"for i, ax, hist_ax in zip(count(), axes[:, 0], axes[:, 1]):\n",
|
|
" c = average_color_data[i]\n",
|
|
" indiv_line, *_ = ax.plot(flips, c.T, alpha=0.4, color=\"k\", linewidth=0.9)\n",
|
|
" (mean_line,) = ax.plot(flips, np.mean(c, axis=0))\n",
|
|
" hist_ax.hist(c.flatten(), orientation=\"horizontal\", label=f\"T = {Ts[i]}\")\n",
|
|
"\n",
|
|
"axes[-1, 0].set(xlabel=f\"Monte Carlo Flip Attempts\")\n",
|
|
"axes[-1, 1].set(xlabel=\"Probability Density\")\n",
|
|
"axes[1, 0].set(ylabel=r\"Average Color $\\langle c \\rangle$\")\n",
|
|
"axes[-1, 0].legend([mean_line, indiv_line], [\"Mean\", \"Individual walker\"])\n",
|
|
"for ax in axes[:, 1]:\n",
|
|
" ax.legend(loc=4)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "bf1877e6-28c5-46a2-8927-9a90886a0498",
|
|
"metadata": {},
|
|
"source": [
|
|
"There are a few key takeaways about MCMC in this plot:\n",
|
|
"\n",
|
|
"- It takes a while for MCMC to 'settle in', you can see that for T = 10 the natural state is somewhere around c = 0, which takes about 2000 steps to reach from the initial state with c = 1. In general when doing MCMC we want to throw away some of the values at the beginging because they're too affected by the initial state.\n",
|
|
"- At High and Low temperatures the we basically just get small fluctuations about an average value\n",
|
|
"- At intermediate temperature the fluctuations occur on much longer time scales! Because the systems can only move a little bit each timestep, it means that the measurements we are making are *correlated* with themselves at previous times. The result of this is that if we use MCMC to draw N samples, we don't get as much information as if we had drawn samples from an uncorrelated variable (like a die roll for instance)."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a61f1f4b-dde1-489f-beed-228dcc99d2c7",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Average Color and 'Susceptability'\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "e9531eb9-6ff8-4587-8c8a-09bf6a9bcebb",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"### The measurement we will make ###\n",
|
|
"def average_color(state):\n",
|
|
" return np.mean(state)\n",
|
|
"\n",
|
|
"\n",
|
|
"### Simulation Inputs ###\n",
|
|
"Ns = np.array(\n",
|
|
" [\n",
|
|
" 30,\n",
|
|
" ]\n",
|
|
") # Use an NxN system\n",
|
|
"Ts = np.linspace(4, 5.5, 20) # What temperatures to use\n",
|
|
"steps = 1000 # How many times to sample the state\n",
|
|
"stepsize = (\n",
|
|
" lambda N: N**2\n",
|
|
") # How many individual monte carlo flips to do in between each sample\n",
|
|
"N_repeats = 2 # How many times to repeat each run at fixed temperature\n",
|
|
"\n",
|
|
"### Simulation Code ###\n",
|
|
"average_color_data = np.array(\n",
|
|
" [\n",
|
|
" [\n",
|
|
" [\n",
|
|
" [\n",
|
|
" average_color(s)\n",
|
|
" for s in mcmc_generator(\n",
|
|
" np.ones(shape=(N, N)), steps=steps, stepsize=stepsize(N), T=T\n",
|
|
" )\n",
|
|
" ]\n",
|
|
" for _ in range(N_repeats)\n",
|
|
" ]\n",
|
|
" for T in Ts\n",
|
|
" ]\n",
|
|
" for N in Ns\n",
|
|
" ]\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "e3a31e93-8592-433d-a5e8-3ace2e416b78",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"mean_color = np.mean(average_color_data, axis=(-2, -1))\n",
|
|
"color_susceptability = np.std(average_color_data, axis=-1).mean(axis=-1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "991b0f6a-8f9f-431c-b711-986d57d39b43",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7fcc9638ee20>"
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, axes = plt.subplots(nrows=2, sharex=\"col\")\n",
|
|
"\n",
|
|
"for i, N in enumerate(Ns):\n",
|
|
" axes[0].plot(Ts, mean_color[i], label=f\"N = {N}\")\n",
|
|
" axes[1].plot(Ts, color_susceptability[i])\n",
|
|
"\n",
|
|
"axes[0].legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "387f2d36-cd20-4179-8fe5-c39e386ce20b",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"### try combining mpiere, itertools.product and xarray"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python [conda env:recode]",
|
|
"language": "python",
|
|
"name": "conda-env-recode-py"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.9.12"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|