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@kylemcdonald
Created April 7, 2019 02:08
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Faster 1d Earth Mover's Distance with numpy and numba.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Earth Movers Distance (EMD) describes the similarity between two probability distributions. This can also be used to compute a kind of similarity between two images or histograms.\n",
"\n",
"First import everything we need, including `pyemd` to check our work:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from pyemd import emd\n",
"from numba import jit\n",
"import matplotlib.pyplot as plt\n",
"from utils.imutil import imshow"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create two distributions of length `n = 256`"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 386
}
},
"output_type": "display_data"
}
],
"source": [
"n = 256\n",
"window = (np.sin(np.linspace(0, 7*np.pi, n*2)) + 1) ** 4\n",
"a_off = n//2 - n//8\n",
"b_off = n//2 + n//8\n",
"a = np.copy(window[a_off:a_off+n])\n",
"b = np.copy(window[b_off:b_off+n])\n",
"a /= a.sum()\n",
"b /= b.sum()\n",
"\n",
"plt.plot(a)\n",
"plt.plot(b)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Check the distance between these two distributions using `pyemd`. We need to make a \"metric\" function that describes the cost to move from one bin to another. In our case it is just absolute distance."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"336 ms ± 3.42 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
},
{
"data": {
"text/plain": [
"58.28337826120497"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mgrid = np.meshgrid(np.arange(n), np.arange(n))\n",
"metric = np.abs(mgrid[0] - mgrid[1]).astype(np.float64)\n",
"%timeit emd(a, b, metric)\n",
"emd(a, b, metric)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A [simpler implementation](http://robotics.stanford.edu/~scohen/research/emdg/emdg-cases.html#T1dL1) is possible for this 1D case of EMD where the cost function is just absolute distance."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"10.5 µs ± 46.3 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)\n"
]
},
{
"data": {
"text/plain": [
"58.28379533998423"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# assumes: a.sum() == b.sum() == 1\n",
"def emd_np(a, b):\n",
" ac = np.cumsum(a)\n",
" bc = np.cumsum(b)\n",
" return np.sum(np.abs(ac-bc))\n",
" \n",
"%timeit emd_np(a, b)\n",
"emd_np(a, b)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can speed up the numpy function by adding `@jit` to the function."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.56 µs ± 0.212 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)\n"
]
},
{
"data": {
"text/plain": [
"58.283795339984266"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# assumes: a.sum() == b.sum() == 1\n",
"@jit(nopython=True)\n",
"def emd_np(a, b):\n",
" ac = np.cumsum(a)\n",
" bc = np.cumsum(b)\n",
" return np.sum(np.abs(ac-bc))\n",
" \n",
"emd_np(a, b) # warmup\n",
"%timeit emd_np(a, b)\n",
"emd_np(a, b)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can speed up the EMD more by implementing it from scratch."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"709 ns ± 0.0251 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)\n"
]
},
{
"data": {
"text/plain": [
"58.283795339984266"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# assumes: a.sum() == b.sum() == 1\n",
"@jit(nopython=True)\n",
"def emd_jit(a, b):\n",
" n = len(a)\n",
" ac = 0\n",
" bc = 0\n",
" diff = 0\n",
" for i in range(n):\n",
" ac += a[i]\n",
" bc += b[i]\n",
" diff += abs(ac - bc)\n",
" return diff\n",
"\n",
"distance = emd_jit(a, b) # warmup\n",
"%timeit emd_jit(a, b)\n",
"distance"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If we want to compare a bunch of histograms, first we generate a selection:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 393
}
},
"output_type": "display_data"
}
],
"source": [
"m = 32\n",
"spacing = 6\n",
"off = n//2-(spacing*m//2)\n",
"histograms = [np.copy(window[off+i:off+i+n]) for i in range(0,m*spacing,spacing)]\n",
"histograms = np.asarray(histograms)\n",
"histograms /= histograms.sum(axis=1)[:,np.newaxis]\n",
"\n",
"plt.plot(histograms.T)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we either want to get the distances in a single list:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"192 µs ± 105 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n"
]
},
{
"data": {
"text/plain": [
"(496,)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"@jit(nopython=True)\n",
"def emd_all_jit(histograms):\n",
" m = len(histograms)\n",
" distances = [0.][:0]\n",
" for i in range(m):\n",
" for j in range(i):\n",
" distances.append(emd_jit(histograms[i], histograms[j]))\n",
" return distances\n",
" \n",
"distances = emd_all_jit(histograms) # warmup\n",
"%timeit emd_all_jit(histograms)\n",
"np.shape(distances)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or as a symmetric matrix showing all $n^2$ comparisons."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"180 µs ± 24.3 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n"
]
}
],
"source": [
"@jit(nopython=True)\n",
"def emd_symmetric_jit(histograms, distances):\n",
" m = len(histograms)\n",
" for i in range(m):\n",
" for j in range(i):\n",
" distance = emd_jit(histograms[i], histograms[j])\n",
" distances[i,j] = distance\n",
" distances[j,i] = distance\n",
" return distances\n",
"\n",
"distances = np.zeros((m,m), dtype=np.float32)\n",
"emd_symmetric_jit(histograms, distances) # warmup\n",
"%timeit emd_symmetric_jit(histograms, distances)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAACAAAAAgCAAAAABWESUoAAAC6UlEQVR4nCXKu25TQRAA0JndmX1ee/0gFg2CJgjh//8OB5kUQSkQNJEd2QmJcx/7GIpIpzwIX75ut9ef1kGVt5en8/n07vgQr79vv33e0Jffdr6YB91Yqih2XQNtfQzuz++YUjT01d4Z76mNXpWxInvRrkuvy+Tvf3lvgLZzsyfdhs2MsZaCVtkuT8PL1cL/3BNMtF142km+nJeeNSKidYhShudV5Jtd6el67rXc5MtpPffOWmOtsYYwXxaBYfejp0+BWs634/NmOe+62AlpGzzBEBly3t/SWrfhchnvx9f1cpFSQ1ORnVOBIb9d+jsKbdycT8/j3zwMY26orS+C2jDky8fTU0+K/Wy53rzmh1pqA83Whak0UeRiWl09UxHFfr5cD/UoAJrIWOcsgWrAbrZY01styH6+HIo8AmpNzIY1FJIi5LpELzJW7brFWAEeEZXSWiuoo8Fc0MRET6oWtF3KDRCPiKiUgpY7SzIJhzmdGQvamBpojXgARIRWpyEYXd+DY0TTNdSkFcIBAKTVPHbeaOFQ6dR5i1ZQM5FChMN7mMYuOM0B6dxEWUvGWsNaIcABRFopuQp60kxn0NYZXb2z7wEOIK2WKso4JqGTdh1aiyU4oxWICBxEagVlo7DXdLZdRhNYJscKWmsichQBxSEJeUtnnyYh77BYDa3W2prII4C2s6FqG+kUX4eC5HQjqHnKudQq8IjkUp+FLB3D8mXIoIxAGbthnEqpAHjULv3rc0N6cOnq+TIEVoqMDd2YKyhN+oG7D+eXvqP4xy9Wi8hATZCM76oots7xX5tWy5ml69/3PgaG7KBk0SaIsmGWUmfvbYxO0ff46ycz5EtkKVPVDk1MQ//vQ7K3zKrQNvn9DeS3j8kRioj2TqTm/ryKfIO1p2/J026XL6fVzBlmZmImLfllGRl3pafP0UD5se+frhZdDCEETd5bav3MqVr2E20MTH1/e9c/r1OazyuyaBstdlaVvp/u/gNrA4Vb8qF2ygAAAABJRU5ErkJggg==\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 256,
"width": 256
}
},
"output_type": "display_data"
}
],
"source": [
"img = np.copy(distances)\n",
"imshow(img * 255 / img.max(), zoom=8)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The distance matrix shows us zeros along the diagonal, as the translation approaches zero, and near top right and bottom left corners where the sine wave repeats as the translation approaches $2\\pi$."
]
}
],
"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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