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@mzechmeister
Created February 20, 2024 23:10
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "0c6aad9c-e087-4c15-9626-f514b414de0a",
"metadata": {},
"outputs": [],
"source": [
"from astropy.io import fits\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "4c34cb80-715d-4244-a71e-bacfd116aee9",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"id": "ba9bbf04-167d-4294-adab-6e901480aa6e",
"metadata": {},
"source": [
"# Spline interpolation of the serval template\n",
"\n",
"The serval template is a natural uniform cubic spline. The spline knots are stored in `<tag>.fits`.\n",
"\n",
"Here is a demonstration, how to perform a spline interpolation to obtain values between the knots."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "74fb522a-0bdd-4eed-a585-42bef6dd7742",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2024-01-31 21:01:33 URL:http://carmenes.cab.inta-csic.es/gto/getTacDataPublic.action?id=J17578%2B046_VIS.fits [5515200] -> \"J17578+046.fits\" [1]\n"
]
}
],
"source": [
"!wget -nv http://carmenes.cab.inta-csic.es/gto/getTacDataPublic.action?id=J17578%2B046_VIS.fits -O J17578+046.fits"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "fea9ecc7-5b6e-4f28-ab1f-eb8f477d8415",
"metadata": {},
"outputs": [],
"source": [
"# Loading template\n",
"hdus = fits.open('J17578+046.fits')\n",
"o = 25 # order index\n",
"wk = hdus['WAVE'].data[o] # knot positions\n",
"fk = hdus['SPEC'].data[o] # knot values"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "fbc35cdf-3161-464b-8641-d8c07a1a22f8",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(np.exp(wk), fk, alpha=0.5);"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "da82434b-47b4-4fb2-a7d0-f72a4b937ed2",
"metadata": {},
"outputs": [],
"source": [
"### interpolating the template\n",
"w = np.linspace(*wk[[0,-1]], 4*wk.size) # 4 times oversampled grid"
]
},
{
"cell_type": "markdown",
"id": "bcf339e2-e0b5-49ac-92fb-edf27f286f48",
"metadata": {},
"source": [
"### 1. `scipy.interpolate.CubicSpline`\n",
"\n",
"The easiest is to use scipy, which offers [interpolate.CubicSpline](https://docs.scipy.org/doc/scipy/reference/generated/scipy.interpolate.CubicSpline.html)."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "146d9f3a-e393-43bc-8454-b1bdfaf141d1",
"metadata": {},
"outputs": [],
"source": [
"# https://docs.scipy.org/doc/scipy/reference/generated/scipy.interpolate.CubicSpline.html\n",
"from scipy.interpolate import CubicSpline\n",
"f1 = CubicSpline(wk, fk, bc_type='natural')(w)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "088720e2-9c66-4928-8138-93ef4eb5b545",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.xlim(6556, 6561)\n",
"plt.ylim(2.2, 4.2)\n",
"plt.plot(np.exp(w), f1, color='C1', zorder=0, label='scipy CubicSpline')\n",
"plt.scatter(np.exp(wk), fk, zorder=1, alpha=0.5, label='template knots')\n",
"plt.legend();"
]
},
{
"cell_type": "markdown",
"id": "31ba996e-c756-4556-867e-8259b62aaa4b",
"metadata": {},
"source": [
"### 2. `scipy.interpolate.splev`\n",
"[interpolate.splev](https://docs.scipy.org/doc/scipy/reference/generated/scipy.interpolate.splev.html#scipy.interpolate.splev) from scipy also performs cubic spline interpolation (however, it has no option for natural boundation conditions)."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "05f807c7-6c23-4087-b500-480e2d815a56",
"metadata": {},
"outputs": [],
"source": [
"from scipy.interpolate import splev, splrep\n",
"f2 = splev(w, splrep(wk, fk))"
]
},
{
"cell_type": "markdown",
"id": "1a78ce63-e4ea-4dbc-8147-2f39118ca677",
"metadata": {},
"source": [
"### 3. serval's `cspline`\n",
"[cspline.py](https://github.com/mzechmeister/serval/blob/master/src/cspline.py) was written by myself and is used in serval for the spline regression ([serval.py#L1689](https://github.com/mzechmeister/serval/blob/8575a417276540007c0d30b37eef566986921db2/src/serval.py#L1689)). It is not used for forward evalution, though it offers this functionality. `cspline` has no interpolation mode to obtain to the spline coefficients, but again its fitting capability can be utilised."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "dd5ae257-8cf6-425c-b1d8-1e98aae51c95",
"metadata": {},
"outputs": [],
"source": [
"import cspline\n",
"f3 = cspline.ucbspl_fit(wk.astype(float), fk.astype(float), K=wk.size)(w)"
]
},
{
"cell_type": "markdown",
"id": "bf4ece50-98ef-4c25-9339-7ad725b6be49",
"metadata": {},
"source": [
"### 4. serval's `cubicSpline.spl_ev`\n",
"\n",
"[cubicSpline.spl_ev](https://github.com/mzechmeister/serval/blob/8575a417276540007c0d30b37eef566986921db2/src/cubicSpline.py#L66) is used in serval for spline evaluation (see [serval.py#L1013](https://github.com/mzechmeister/serval/blob/8575a417276540007c0d30b37eef566986921db2/src/serval.py#L1013))."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "49f402ed-b154-4f09-83e2-efa3c98e4aa7",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"import sys\n",
"sys.path.append('/users/zechmeister-old/carmenes/serval/src')\n",
"import cubicSpline\n",
"f4 = cubicSpline.spl_evf(w, cubicSpline.spl_cf(wk, fk))"
]
},
{
"cell_type": "markdown",
"id": "c18de636-52b5-41ad-9fba-30c7ea7e9cad",
"metadata": {},
"source": [
"## Comparison of the four routines"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "1309c5a9-5ea8-4b83-a5d9-fc026a72eb1e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot():\n",
" plt.scatter(np.exp(wk), fk, zorder=1, alpha=0.5, label='serval template knots')\n",
" plt.plot(np.exp(w), f1, color='C1', zorder=0, label='1. scipy CubicSpline')\n",
" plt.plot(np.exp(w), f2, color='C2', zorder=0, label='2. scipy splev')\n",
" plt.plot(np.exp(w), f3, color='C3', zorder=0, label='3. cspline ucbspl')\n",
" plt.plot(np.exp(w), f4, color='C4', zorder=0, label='4. serval spl_ev')\n",
" plt.legend()\n",
" plt.show()\n",
"\n",
"plot()\n",
"\n",
"plt.xlim(6524.9,6525.5)\n",
"plot()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "e8a3469e-4117-4659-9b55-1328756ac2ec",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.ylim(-1e-14, 1e-14)\n",
"plt.title(\"Differences between cubic spline interpolation codes\")\n",
"plt.plot(np.exp(w), f2-f1, color='C2', zorder=0, label='2. scipy splev')\n",
"plt.plot(np.exp(w), f4-f1, color='C4', zorder=0, label='4. serval spl_ev')\n",
"plt.legend()\n",
"plt.show()\n",
"\n",
"plt.plot(np.exp(w), f3-f1, color='C3', zorder=0, label='3. cspline ucbspl')\n",
"plt.legend();"
]
},
{
"cell_type": "markdown",
"id": "0520bc76-7ec2-47c7-8d62-54053e070162",
"metadata": {},
"source": [
"serval's `spl_evf` agrees suprisingly very well (to machine precision `1e-16`) with `scipy.interpolate.CubicSpline`.\n",
"\n",
"`cspline.ucbspl` might be lose precision (`1e-12`), since regression involves additional matrix operations."
]
},
{
"cell_type": "markdown",
"id": "e3d42354-b0d3-462c-b973-ba3a576ffdb9",
"metadata": {},
"source": [
"## Speed tests"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "547c5392-6011-4341-82ff-6e558b541d7d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1. scipy CubicSpline\n",
"243 µs ± 4.66 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n",
"\n",
"2. scipy splev\n",
"355 µs ± 4.84 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n",
"\n",
"3. cspline\n",
"1.7 ms ± 11.7 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n",
"\n",
"4. serval spl_ev\n",
"40 µs ± 622 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
]
}
],
"source": [
"print('1. scipy CubicSpline')\n",
"spl = CubicSpline(wk, fk, bc_type='natural')\n",
"%timeit spl(w)\n",
"\n",
"print('\\n2. scipy splev')\n",
"coeffs = splrep(wk, fk)\n",
"%timeit splev(w, coeffs)\n",
"\n",
"print('\\n3. cspline')\n",
"spl = cspline.ucbspl_fit(wk.astype(float), fk.astype(float), K=wk.size)\n",
"%timeit spl(w, splrep(wk, fk))\n",
"\n",
"print('\\n4. serval spl_ev')\n",
"coeffs = cubicSpline.spl_cf(wk, fk.astype(float))\n",
"%timeit cubicSpline.spl_evf(w, coeffs)"
]
},
{
"cell_type": "markdown",
"id": "c9b12c4c-89f1-45b6-b726-e161ab453c97",
"metadata": {},
"source": [
"We see that serval customs `spl_ev` is fastest (8x than scipy)."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.9.18"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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