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@lagru
Last active May 21, 2018 09:16
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Benchmark: Maxima detection in 2D (for skimage)
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Benchmark: Maxima detection in ND\n",
"Author: Lars G. <lagru@mailbox.org>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Commit: 5ca5a17d ENH: Handle empty images gracefully\n"
]
}
],
"source": [
"from subprocess import run, PIPE\n",
"\n",
"result = run(\"git --no-pager log --oneline HEAD~1..\", stdout=PIPE, shell=True)\n",
"print(\"Commit: {}\".format(result.stdout.decode()[:-1]))"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from numpy.testing import assert_equal\n",
"import matplotlib.pyplot as plt\n",
"from skimage.io import imread\n",
"\n",
"from skimage.morphology import local_maxima # New algorithm\n",
"from skimage.feature import peak_local_max\n",
"\n",
"\n",
"enable_testing = True\n",
"enable_profiling = True"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from skimage.morphology import h_maxima\n",
"\n",
"\n",
"def _find_min_diff(image):\n",
" img_vec = np.unique(image.flatten())\n",
"\n",
" if img_vec.size == 1:\n",
" return 0\n",
"\n",
" min_diff = np.min(img_vec[1:] - img_vec[:-1])\n",
" return min_diff\n",
"\n",
"\n",
"def local_maxima_old(image, selem=None):\n",
" h = _find_min_diff(image)\n",
" if h == 0:\n",
" return np.zeros(image.shape, np.uint8)\n",
" if not np.issubdtype(image.dtype, np.floating):\n",
" h = 1\n",
" local_max = h_maxima(image, h, selem=selem)\n",
" return local_max"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## \"Natural\" images"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"370 ms ± 3.2 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
"10.7 ms ± 89.1 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
"9.73 ms ± 29.6 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
"13 ms ± 99.5 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = 1.0 - imread(\"https://i.stack.imgur.com/5cRMH.jpg\", as_gray=True)\n",
"\n",
"plt.imshow(x)\n",
"\n",
"if enable_testing:\n",
" assert_equal(local_maxima_old(x), local_maxima(x, include_border=True))\n",
"\n",
"if enable_profiling:\n",
" %timeit local_maxima_old(x)\n",
" %timeit local_maxima(x, include_border=True)\n",
" %timeit local_maxima(x, include_border=False)\n",
" %timeit peak_local_max(x)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"440 ms ± 456 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
"22.9 ms ± 794 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
"21.2 ms ± 443 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
"22.3 ms ± 102 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = imread(\"https://www.nasa.gov/images/content/484973main_hartley2_sept2010_946-710.jpg\", as_gray=True)\n",
"\n",
"plt.imshow(x)\n",
"\n",
"if enable_testing:\n",
" assert_equal(local_maxima_old(x), local_maxima(x, include_border=True))\n",
"\n",
"if enable_profiling:\n",
" %timeit local_maxima_old(x)\n",
" %timeit local_maxima(x, include_border=True)\n",
" %timeit local_maxima(x, include_border=False)\n",
" %timeit peak_local_max(x)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/lg/Projects/skimage/skimage/io/_io.py:49: UserWarning: `as_grey` has been deprecated in favor of `as_gray`\n",
" warn('`as_grey` has been deprecated in favor of `as_gray`')\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"25.7 ms ± 314 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
"2.1 ms ± 9.17 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
"1.92 ms ± 4.07 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n",
"2.12 ms ± 14.9 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = imread(\"https://upload.wikimedia.org/wikipedia/en/3/38/Scikit-image_logo.png\", as_grey=True)\n",
"\n",
"plt.imshow(x)\n",
"\n",
"if enable_testing:\n",
" assert_equal(local_maxima_old(x), local_maxima(x, include_border=True))\n",
"\n",
"if enable_profiling:\n",
" %timeit local_maxima_old(x)\n",
" %timeit local_maxima(x, include_border=True)\n",
" %timeit local_maxima(x, include_border=False)\n",
" %timeit peak_local_max(x)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Synthetic images"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"25.4 ms ± 483 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
"5.7 ms ± 22.8 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
"3.72 ms ± 8.32 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
"813 µs ± 19.1 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
]
}
],
"source": [
"x = np.ones((1000, 1000))\n",
"\n",
"if enable_testing:\n",
" assert_equal(local_maxima_old(x), local_maxima(x, include_border=True))\n",
"\n",
"if enable_profiling:\n",
" %timeit local_maxima_old(x)\n",
" %timeit local_maxima(x, include_border=True)\n",
" %timeit local_maxima(x, include_border=False)\n",
" %timeit peak_local_max(x)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.11 s ± 6.73 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
"28.7 ms ± 198 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
"26.7 ms ± 139 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
"34.9 ms ± 195 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"np.random.seed(20180421)\n",
"x = np.random.rand(1000, 1000)\n",
"\n",
"plt.imshow(x)\n",
"\n",
"if enable_testing:\n",
" assert_equal(local_maxima_old(x), local_maxima(x, include_border=True))\n",
"\n",
"if enable_profiling:\n",
" %timeit local_maxima_old(x)\n",
" %timeit local_maxima(x, include_border=True)\n",
" %timeit local_maxima(x, include_border=False)\n",
" %timeit peak_local_max(x)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"454 µs ± 4.65 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n",
"166 µs ± 406 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n",
"108 µs ± 461 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n",
"85.8 µs ± 666 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.random.rand(10, 10)\n",
"\n",
"plt.imshow(x)\n",
"\n",
"if enable_testing:\n",
" assert_equal(local_maxima_old(x), local_maxima(x, include_border=True))\n",
"\n",
"if enable_profiling:\n",
" %timeit local_maxima_old(x)\n",
" %timeit local_maxima(x, include_border=True)\n",
" %timeit local_maxima(x, include_border=False)\n",
" %timeit peak_local_max(x)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"248 ms ± 3.28 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
"11.5 ms ± 47.4 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
"9.49 ms ± 102 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
"21.2 ms ± 113 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.zeros((1000, 1000))\n",
"x[::4, ::4] = 1\n",
"x[2::4, 2::4] = 1\n",
"\n",
"plt.imshow(x[:50, :50])\n",
"\n",
"if enable_testing:\n",
" assert_equal(local_maxima_old(x), local_maxima(x, include_border=True))\n",
"\n",
"if enable_profiling:\n",
" %timeit local_maxima_old(x)\n",
" %timeit local_maxima(x, include_border=True)\n",
" %timeit local_maxima(x, include_border=False)\n",
" %timeit peak_local_max(x)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"270 ms ± 6.84 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
"22.1 ms ± 56.4 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
"21.6 ms ± 1.17 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
"24.8 ms ± 766 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.zeros((1000, 1000))\n",
"x[:, ::4] = 1\n",
"x[:, 1::4] = 1\n",
"\n",
"plt.imshow(x[:50, :50])\n",
"\n",
"if enable_testing:\n",
" assert_equal(local_maxima_old(x), local_maxima(x, include_border=True))\n",
"\n",
"if enable_profiling:\n",
" %timeit local_maxima_old(x)\n",
" %timeit local_maxima(x, include_border=True)\n",
" %timeit local_maxima(x, include_border=False)\n",
" %timeit peak_local_max(x)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"234 ms ± 10.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
"12.6 ms ± 31 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
"3.74 ms ± 6.36 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
"24.9 ms ± 371 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAP4AAAD8CAYAAABXXhlaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAC5tJREFUeJzt3H+o3fV9x/Hna9fEVDrRpFHSJCwO0mIZGuGSCe6PklaS2VL9w4GujAwC+WcDywZtusFYYX/oP9V/Rkeo0vxRql1bSAiFIKkyBiMxanTaYJLKNoPB2FixReY0fe+P+025xHtyzz33nHPPvZ/nAw7nfD/5nPN5E+7rfn+c732nqpDUlt9b6gIkjZ/Blxpk8KUGGXypQQZfapDBlxpk8KUGGXypQYsKfpJdSV5LcjbJvmEVJWm0Muide0mmgNPA3cA54Dngwar6ea/3fGrtVG3ZvGqg9STN77/e+JBfvnMp8827ZhFrbAfOVtXrAEmeBO4FegZ/y+ZVHD+yeRFLSrqa7Tvf6GveYg71NwKzVznXjUmacIsJ/lyHEx87b0iyN8mJJCfevnhpEctJGpbFBP8cMPu4fRPw5pWTqmp/VU1X1fT6dVOLWE7SsCwm+M8BW5PckmQ18ABwaDhlSRqlgS/uVdVHSf4aOAJMAU9U1atDq0zSyCzmqj5V9VPgp0OqRdKYeOee1KBF7fEX6vTL17Hz09vGuaTUlNN1sa957vGlBhl8qUEGX2qQwZcaZPClBhl8qUEGX2rQWL/H/8xt73PkyMlxLik1ZfvO9/ua5x5fapDBlxpk8KUGGXypQQZfapDBlxpk8KUGGXypQTbikFYQG3FI6sngSw0y+FKDDL7UIIMvNcjgSw0y+FKDDL7UIDvwSCuIHXgk9WTwpQYZfKlBBl9qkMGXGmTwpQbNG/wkTyS5kOSVWWNrkzyd5Ez3fONoy5Q0TP3s8b8H7LpibB9wtKq2Ake7bUnLRKpq/knJFuBwVf1Rt/0a8PmqOp9kA/BsVX12vs+5Pmvrj/OFxVUsqadjdZT36p3MN2/Qc/ybq+o8QPd804CfI2kJjPyW3SR7gb0Aa7hu1MtJ6sOge/y3ukN8uucLvSZW1f6qmq6q6VVcO+BykoZp0OAfAnZ3r3cDB4dTjqRx6OfrvB8A/wF8Nsm5JHuAh4G7k5wB7u62JS0T857jV9WDPf7Jy/PSMuWde1KDbMQhrSA24pDUk8GXGmTwpQYZfKlBBl9qkMGXGmTwpQYZfKlBY72B5/TL17Hz09vGuaTUlNN1sa957vGlBhl8qUEGX2qQwZcaZPClBhl8qUEGX2qQwZcaZAceaQWxA4+kngy+1CCDLzXI4EsNMvhSgwy+1CCDLzXIRhzSCmIjDkk9GXypQQZfapDBlxpk8KUGGXypQQZfatC8wU+yOckzSU4leTXJQ9342iRPJznTPd84+nIlDUOq6uoTkg3Ahqp6IcnvA88D9wF/CbxTVQ8n2QfcWFXfuNpnTd++po4f2TycyiV9zPadb3Dipf/NfPPm3eNX1fmqeqF7/WvgFLARuBc40E07wMwvA0nLwILO8ZNsAe4AjgE3V9V5mPnlANw07OIkjUbfwU/ySeDHwNeq6r0FvG9vkhNJTrx98dIgNUoasr6Cn2QVM6H/flX9pBt+qzv/v3wd4MJc762q/VU1XVXT69dNDaNmSYvUz1X9AI8Dp6rq27P+6RCwu3u9Gzg4/PIkjUI/f5Z7F/AXwH8mudwb+++Ah4EfJtkD/A/wZ6MpUdKwzRv8qvp3oNfXA18YbjmSxsE796QG2YFHWkHswCOpJ4MvNcjgSw0y+FKDDL7UIIMvNcjgSw0y+FKDxnoDz2due58jR07OP1HSQLbvfL+vee7xpQYZfKlBBl9qkMGXGmTwpQYZfKlBBl9qkI04pBXERhySejL4UoMMvtQggy81yOBLDTL4UoMMvtQggy81yEYc0gpiIw5JPRl8qUEGX2qQwZcaZPClBhl8qUHzBj/JmiTHk7yU5NUk3+rGb0lyLMmZJE8lWT36ciUNQz97/A+AHVV1O7AN2JXkTuAR4NGq2gr8CtgzujIlDdO8N/BUVQG/6TZXdY8CdgB/3o0fAP4R+M7VPssOPNJoDbUDT5KpJCeBC8DTwC+Ad6vqo27KOWDjAHVKWgJ9Bb+qLlXVNmATsB24da5pc703yd4kJ5Kc+JAPBq9U0tAs6Kp+Vb0LPAvcCdyQ5PKpwibgzR7v2V9V01U1vYprF1OrpCHp56r++iQ3dK8/AXwROAU8A9zfTdsNHBxVkZKGq5+/ztsAHEgyxcwvih9W1eEkPweeTPJPwIvA4yOsU9IQ9XNV/2XgjjnGX2fmfF/SMuOde1KDDL7UIDvwSCuIHXgk9WTwpQYZfKlBBl9qkMGXGmTwpQYZfKlBY/0e30Yc0mgNtRGHpJXF4EsNMvhSgwy+1CCDLzXI4EsNMvhSgwy+1CAbcUgriI04JPVk8KUGGXypQQZfapDBlxpk8KUGGXypQQZfapAdeKQVxA48knoy+FKDDL7UIIMvNcjgSw0y+FKD+g5+kqkkLyY53G3fkuRYkjNJnkqyenRlShqmhXyP/xBwCri+234EeLSqnkzyL8Ae4DtX+wAbcUijNdRGHEk2AV8CvtttB9gB/KibcgC4b8FVSloS/R7qPwZ8Hfhtt70OeLeqPuq2zwEb53pjkr1JTiQ58fbFS4sqVtJwzBv8JF8GLlTV87OH55hac72/qvZX1XRVTa9fNzVgmZKGqZ9z/LuAryS5B1jDzDn+Y8ANSa7p9vqbgDdHV6akYZp3j19V36yqTVW1BXgA+FlVfRV4Bri/m7YbODiyKiUN1WK+x/8G8DdJzjJzzv/4cEqSNGoL+rPcqnoWeLZ7/TqwffglSRo179yTGmQjDmkFsRGHpJ4MvtQggy81yOBLDTL4UoMMvtQggy81yOBLDRrrDTx24JFGa6gdeCStLAZfapDBlxpk8KUGGXypQQZfapDBlxpk8KUG2YFHWkHswCOpJ4MvNcjgSw0y+FKDDL7UIIMvNcjgSw2yEYe0gtiIQ1JPBl9qkMGXGmTwpQYZfKlBBl9qkMGXGmTwpQalqsa3WPI28N/Ap4Bfjm3hxVlOtcLyqnc51QrLo94/qKr1800aa/B/t2hyoqqmx77wAJZTrbC86l1OtcLyq/dqPNSXGmTwpQYtVfD3L9G6g1hOtcLyqnc51QrLr96eluQcX9LS8lBfatBYg59kV5LXkpxNsm+ca/cjyRNJLiR5ZdbY2iRPJznTPd+4lDVelmRzkmeSnEryapKHuvFJrXdNkuNJXurq/VY3fkuSY129TyVZvdS1XpZkKsmLSQ532xNb60KNLfhJpoB/Bv4U+BzwYJLPjWv9Pn0P2HXF2D7gaFVtBY5225PgI+Bvq+pW4E7gr7r/z0mt9wNgR1XdDmwDdiW5E3gEeLSr91fAniWs8UoPAadmbU9yrQsyzj3+duBsVb1eVf8HPAncO8b151VV/wa8c8XwvcCB7vUB4L6xFtVDVZ2vqhe6179m5gd0I5Nbb1XVb7rNVd2jgB3Aj7rxiak3ySbgS8B3u+0wobUOYpzB3wi8MWv7XDc26W6uqvMwEzbgpiWu52OSbAHuAI4xwfV2h84ngQvA08AvgHer6qNuyiT9TDwGfB34bbe9jsmtdcHGGfzMMeZXCouU5JPAj4GvVdV7S13P1VTVparaBmxi5gjw1rmmjbeqj0vyZeBCVT0/e3iOqUte66DG2WzzHLB51vYm4M0xrj+ot5JsqKrzSTYws7eaCElWMRP671fVT7rhia33sqp6N8mzzFybuCHJNd2edFJ+Ju4CvpLkHmANcD0zRwCTWOtAxrnHfw7Y2l0ZXQ08ABwa4/qDOgTs7l7vBg4uYS2/051zPg6cqqpvz/qnSa13fZIbutefAL7IzHWJZ4D7u2kTUW9VfbOqNlXVFmZ+Tn9WVV9lAmsdWFWN7QHcA5xm5tzu78e5dp/1/QA4D3zIzBHKHmbO7Y4CZ7rntUtdZ1frnzBzqPkycLJ73DPB9d4GvNjV+wrwD934HwLHgbPAvwLXLnWtV9T9eeDwcqh1IQ/v3JMa5J17UoMMvtQggy81yOBLDTL4UoMMvtQggy81yOBLDfp/Iyeaqq6Mty4AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.zeros((1000, 1000))\n",
"x[::4, :] = 1\n",
"x[1::4, :] = 1\n",
"\n",
"plt.imshow(x[:50, :50])\n",
"\n",
"if enable_testing:\n",
" assert_equal(local_maxima_old(x), local_maxima(x, include_border=True))\n",
"\n",
"if enable_profiling:\n",
" %timeit local_maxima_old(x)\n",
" %timeit local_maxima(x, include_border=True)\n",
" %timeit local_maxima(x, include_border=False)\n",
" %timeit peak_local_max(x)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## ND"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"59 ms ± 541 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
"2.76 ms ± 43.9 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
"2.2 ms ± 5.17 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
}
],
"source": [
"x = np.random.rand(40, 40, 40)\n",
"\n",
"if enable_testing:\n",
" assert_equal(local_maxima_old(x), local_maxima(x, include_border=True))\n",
"\n",
"if enable_profiling:\n",
" %timeit local_maxima_old(x)\n",
" %timeit local_maxima(x, include_border=True)\n",
" %timeit local_maxima(x, include_border=False)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"236 ms ± 4.1 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
"12.3 ms ± 16.5 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
"7.76 ms ± 36.1 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
}
],
"source": [
"x = np.random.rand(20, 20, 20, 20)\n",
"\n",
"if enable_testing:\n",
" assert_equal(local_maxima_old(x), local_maxima(x, include_border=True))\n",
"\n",
"if enable_profiling:\n",
" %timeit local_maxima_old(x)\n",
" %timeit local_maxima(x, include_border=True)\n",
" %timeit local_maxima(x, include_border=False)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"242 ms ± 3.68 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
"18.9 ms ± 468 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
"5.85 ms ± 6.88 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
}
],
"source": [
"x = np.random.rand(10, 10, 10, 10, 10)\n",
"\n",
"if enable_testing:\n",
" assert_equal(local_maxima_old(x), local_maxima(x, include_border=True))\n",
"\n",
"if enable_profiling:\n",
" %timeit local_maxima_old(x)\n",
" %timeit local_maxima(x, include_border=True)\n",
" %timeit local_maxima(x, include_border=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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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