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Performance comparison of two LAP solvers in SciPy
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Performance comparison of two LAP solvers in SciPy\n",
"\n",
"We compare the performance `scipy.optimize.linear_sum_assignment` and `scipy.sparse.csgraph.min_weight_full_bipartite_matching` across several problem sizes, problem types, and sparsities. The exact timings are the result of running the benchmark on a 6-core Intel Core i7-9850H.\n",
"\n",
"First, the obligatory module imports, and a `timeit` template that will allow us to compare the results of either approach."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from scipy.sparse import coo_matrix, csr_matrix, random\n",
"from scipy.sparse.csgraph import min_weight_full_bipartite_matching as mwfbm\n",
"from scipy.spatial.distance import cdist\n",
"from scipy.optimize import linear_sum_assignment as lsa\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"sns.set_style('whitegrid')\n",
"\n",
"import timeit\n",
"import functools\n",
"timeit.template = \"\"\"\n",
"def inner(_it, _timer{init}):\n",
" {setup}\n",
" _t0 = _timer()\n",
" for _i in _it:\n",
" retval = {stmt}\n",
" _t1 = _timer()\n",
" return _t1 - _t0, retval\n",
"\"\"\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We look at four different problem types, defined by defined in Burkard, Dell'Amico, Martello -- Assignment Problems, 2009, Section 4.10.1. For each of them, we consider sparse counterparts by randomly deleting entries."
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"def sparsify(array, sparsity):\n",
" for i in range(array.shape[0]):\n",
" for j in range(array.shape[1]):\n",
" if np.random.random() < sparsity:\n",
" array[i, j] = 0\n",
" return coo_matrix(array)\n",
"\n",
"def random_uniform(shape, sparsity):\n",
" return sparsify(np.random.uniform(1, 100, shape), sparsity)\n",
"\n",
"\n",
"def random_two_cost(shape, sparsity):\n",
" return sparsify(np.random.choice((1, 1000000), shape), sparsity)\n",
"\n",
"\n",
"def random_geometric(shape, sparsity):\n",
" P = np.random.randint(1, 1000, size=(shape[0], 2))\n",
" Q = np.random.randint(1, 1000, size=(shape[1], 2))\n",
" return sparsify(cdist(P, Q, 'sqeuclidean'), sparsity)\n",
"\n",
"\n",
"def machol_wien(shape, sparsity):\n",
" # Machol--Wien instances being harder than the other examples, we cut\n",
" # down the size of the instance by 5.\n",
" return sparsify(\n",
" np.outer(np.arange(shape[0]//4) + 1, np.arange(shape[1]//4) + 1),\n",
" sparsity)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"At this point, we can perform some actual calculations."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"sizes = [1000, 2000, 3000, 4000]\n",
"funcs = [(random_uniform, 'Uniform'), (random_two_cost, 'Two-cost'),\n",
" (random_geometric, 'Geometric'), (machol_wien, 'Machol--Wien/4')]\n",
"sparsities = np.arange(0, 1, 0.05)\n",
"results = []\n",
"repeats = 10\n",
"\n",
"for size in sizes:\n",
" for (func, desc) in funcs:\n",
" for sparsity in sparsities:\n",
" # First, generate the input data.\n",
" shape = (size, size)\n",
" sparse = func(shape, sparsity)\n",
" # Construct from this a dense matrix by first constructing an array\n",
" # containing only np.inf, and filling it with the data from our sparse\n",
" # input data.\n",
" dense = sparse.toarray()\n",
" dense = np.full(sparse.shape, np.inf)\n",
" dense[sparse.row, sparse.col] = sparse.data\n",
" # Convert the sparse matrix to CSR format to avoid the conversion having\n",
" # an impact on our timing.\n",
" sparse = sparse.tocsr()\n",
" # Calculate the completion time and actual results of the two approaches.\n",
" # We store the results to ensure that the two approaches result in the\n",
" # same objective values.\n",
" lsa_times = []\n",
" mwfbm_times = []\n",
" for r in range(repeats):\n",
" lsa_time, lsa_res = timeit.Timer(lambda : lsa(dense)).timeit(1)\n",
" row_ind, col_ind = lsa_res\n",
" lsa_obj = dense[row_ind, col_ind].sum()\n",
" mwfbm_time, mwfbm_res = timeit.Timer(lambda : mwfbm(sparse)).timeit(1)\n",
" row_ind, col_ind = mwfbm_res\n",
" mwfbm_obj = sparse[row_ind, col_ind].sum()\n",
" assert mwfbm_obj == lsa_obj\n",
" lsa_times.append(lsa_time)\n",
" mwfbm_times.append(mwfbm_time)\n",
" # Store the results; convert seconds to milliseconds in the process, and\n",
" # ensure that we average over our `repeats` runs.\n",
" result = [desc, size, sparsity, lsa_times, mwfbm_times]\n",
" results.append(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With the results in place, we first convert them to a pandas data frame for post-processing and simplifying visualization. We convert the second times to milli-seconds."
]
},
{
"cell_type": "code",
"execution_count": 112,
"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>alg</th>\n",
" <th>N</th>\n",
" <th>sparsity</th>\n",
" <th>lsa_times</th>\n",
" <th>mwfbm_times</th>\n",
" <th>lsa</th>\n",
" <th>mwfbm</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Uniform</td>\n",
" <td>1000</td>\n",
" <td>0.00</td>\n",
" <td>[0.12490679998882115, 0.12564250000286847, 0.1...</td>\n",
" <td>[0.34255450003547594, 0.3742867999826558, 0.33...</td>\n",
" <td>121.43770</td>\n",
" <td>340.42245</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Uniform</td>\n",
" <td>1000</td>\n",
" <td>0.05</td>\n",
" <td>[0.09125429997220635, 0.13795980002032593, 0.1...</td>\n",
" <td>[0.13499550003325567, 0.14073959999950603, 0.1...</td>\n",
" <td>137.89085</td>\n",
" <td>139.68260</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Uniform</td>\n",
" <td>1000</td>\n",
" <td>0.10</td>\n",
" <td>[0.1367661000113003, 0.1281145999673754, 0.137...</td>\n",
" <td>[0.33930099999997765, 0.3429550000000745, 0.33...</td>\n",
" <td>136.16925</td>\n",
" <td>339.16315</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Uniform</td>\n",
" <td>1000</td>\n",
" <td>0.15</td>\n",
" <td>[0.13798349996795878, 0.11234930000500754, 0.1...</td>\n",
" <td>[0.07664390001446009, 0.09588610002538189, 0.1...</td>\n",
" <td>122.49745</td>\n",
" <td>89.15930</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Uniform</td>\n",
" <td>1000</td>\n",
" <td>0.20</td>\n",
" <td>[0.13565680000465363, 0.13452700001653284, 0.2...</td>\n",
" <td>[0.17133510002167895, 0.16302890004590154, 0.3...</td>\n",
" <td>133.64270</td>\n",
" <td>166.69945</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" alg N sparsity lsa_times \\\n",
"0 Uniform 1000 0.00 [0.12490679998882115, 0.12564250000286847, 0.1... \n",
"1 Uniform 1000 0.05 [0.09125429997220635, 0.13795980002032593, 0.1... \n",
"2 Uniform 1000 0.10 [0.1367661000113003, 0.1281145999673754, 0.137... \n",
"3 Uniform 1000 0.15 [0.13798349996795878, 0.11234930000500754, 0.1... \n",
"4 Uniform 1000 0.20 [0.13565680000465363, 0.13452700001653284, 0.2... \n",
"\n",
" mwfbm_times lsa mwfbm \n",
"0 [0.34255450003547594, 0.3742867999826558, 0.33... 121.43770 340.42245 \n",
"1 [0.13499550003325567, 0.14073959999950603, 0.1... 137.89085 139.68260 \n",
"2 [0.33930099999997765, 0.3429550000000745, 0.33... 136.16925 339.16315 \n",
"3 [0.07664390001446009, 0.09588610002538189, 0.1... 122.49745 89.15930 \n",
"4 [0.17133510002167895, 0.16302890004590154, 0.3... 133.64270 166.69945 "
]
},
"execution_count": 112,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.DataFrame(results, columns=['alg', 'N', 'sparsity',\n",
" 'lsa_times', 'mwfbm_times'])\n",
"df['lsa'] = df.lsa_times.map(np.median)*1000\n",
"df['mwfbm'] = df.mwfbm_times.map(np.median)*1000\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot the results along all axes."
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x1080 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_style('whitegrid')\n",
"fig, axs = plt.subplots(len(sizes), len(funcs), sharex=True)\n",
"fig.set_figheight(15)\n",
"fig.set_figwidth(15)\n",
"fig.suptitle('Execution time [ms], median over 10 runs, as a function of algorithm, input size (N), and sparsity')\n",
"fig.tight_layout()\n",
"fig.subplots_adjust(top=0.94, bottom=0.04, left=0.06)\n",
"for i, n in enumerate(sizes):\n",
" for j, (_, alg) in enumerate(funcs):\n",
" if i == 0:\n",
" axs[i, j].set_title(alg)\n",
" if j == 0:\n",
" axs[i, j].set_ylabel(f'N = {n}')\n",
" res = df[(df.alg == alg) & (df.N == n)]\n",
" res.plot(x='sparsity', y='lsa', ax=axs[i, j])\n",
" res.plot(x='sparsity', y='mwfbm', ax=axs[i, j])\n",
"plt.savefig('benchmark.png')"
]
}
],
"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": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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