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July 5, 2021 20:24
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Quasi-Monte Carlo in SciPy 1.7.0
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "113fba84", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"import pandas as pd\n", | |
"import seaborn as sns\n", | |
"\n", | |
"from pathlib import Path\n", | |
"from scipy.stats.qmc import Sobol, Halton, LatinHypercube" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "ea612e8c", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"rc = {\n", | |
" \"font.serif\": [\"Times New Roman\"],\n", | |
" \"text.usetex\": True,\n", | |
"}\n", | |
"sns.set(context=\"paper\", style=\"ticks\", palette=\"deep\", font=\"serif\", rc=rc)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "688966d7", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"n_seeds = 3\n", | |
"n_samples = 512\n", | |
"n_dims = 2" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "05b8bb5f", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"samplers_cls = dict(\n", | |
"# uniform=lambda d, seed: np.random.RandomState(seed=seed),\n", | |
" sobol=Sobol,\n", | |
" halton=Halton,\n", | |
" latin_hypercube=LatinHypercube\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "59b916ed", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"frames = []\n", | |
"for sampler_name, sampler_cls in samplers_cls.items():\n", | |
" for seed in range(n_seeds):\n", | |
" sampler = sampler_cls(d=n_dims, seed=seed)\n", | |
" X = sampler.random(n_samples)\n", | |
" frame = pd.DataFrame(data=X, columns=[\"x\", \"y\"]) \\\n", | |
" .assign(seed=seed, sampler=sampler_name)\n", | |
" frames.append(frame)\n", | |
"# rows.append(dict(seed=seed, sampler_name=sampler_name))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "48be32cd", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>x</th>\n", | |
" <th>y</th>\n", | |
" <th>seed</th>\n", | |
" <th>sampler</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>0.850585</td>\n", | |
" <td>0.931366</td>\n", | |
" <td>0</td>\n", | |
" <td>Sobol</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>0.451565</td>\n", | |
" <td>0.166937</td>\n", | |
" <td>0</td>\n", | |
" <td>Sobol</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>0.248736</td>\n", | |
" <td>0.591645</td>\n", | |
" <td>0</td>\n", | |
" <td>Sobol</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>0.584153</td>\n", | |
" <td>0.326728</td>\n", | |
" <td>0</td>\n", | |
" <td>Sobol</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>0.663688</td>\n", | |
" <td>0.711389</td>\n", | |
" <td>0</td>\n", | |
" <td>Sobol</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>...</th>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4603</th>\n", | |
" <td>0.924201</td>\n", | |
" <td>0.281038</td>\n", | |
" <td>2</td>\n", | |
" <td>LatinHypercube</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4604</th>\n", | |
" <td>0.567304</td>\n", | |
" <td>0.536160</td>\n", | |
" <td>2</td>\n", | |
" <td>LatinHypercube</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4605</th>\n", | |
" <td>0.088356</td>\n", | |
" <td>0.642151</td>\n", | |
" <td>2</td>\n", | |
" <td>LatinHypercube</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4606</th>\n", | |
" <td>0.240824</td>\n", | |
" <td>0.451584</td>\n", | |
" <td>2</td>\n", | |
" <td>LatinHypercube</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4607</th>\n", | |
" <td>0.671202</td>\n", | |
" <td>0.102383</td>\n", | |
" <td>2</td>\n", | |
" <td>LatinHypercube</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>4608 rows × 4 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" x y seed sampler\n", | |
"0 0.850585 0.931366 0 Sobol\n", | |
"1 0.451565 0.166937 0 Sobol\n", | |
"2 0.248736 0.591645 0 Sobol\n", | |
"3 0.584153 0.326728 0 Sobol\n", | |
"4 0.663688 0.711389 0 Sobol\n", | |
"... ... ... ... ...\n", | |
"4603 0.924201 0.281038 2 LatinHypercube\n", | |
"4604 0.567304 0.536160 2 LatinHypercube\n", | |
"4605 0.088356 0.642151 2 LatinHypercube\n", | |
"4606 0.240824 0.451584 2 LatinHypercube\n", | |
"4607 0.671202 0.102383 2 LatinHypercube\n", | |
"\n", | |
"[4608 rows x 4 columns]" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"data = pd.concat(frames, axis=\"index\", ignore_index=True) \\\n", | |
" .replace(dict(sampler={k: v.__name__ for k,v in samplers_cls.items()}))\n", | |
"data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "1442ac07", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 648x648 with 9 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"g = sns.relplot(x=\"x\", y=\"y\", \n", | |
" row=\"seed\", col=\"sampler\", \n", | |
" alpha=0.8, height=3., aspect=1.0,\n", | |
" kind=\"scatter\", data=data)\n", | |
"g = g.set_axis_labels(r\"$x_1$\", r\"$x_2$\")\n", | |
"g.savefig(Path(\"../figures\").joinpath(f\"grid.png\"),\n", | |
" dpi=300, transparent=False)" | |
] | |
} | |
], | |
"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": "3.9.5" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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