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@kbarbary
Created April 21, 2015 10:30
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Quick demo of SEP
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{
"metadata": {
"name": "",
"signature": "sha256:f51e45f31d5a0357e8e884fb007fdcec89afc02338221e51621142b6bd85324d"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# SEP\n",
"\n",
"*Wouldn't it be nice to be able to use just parts of Source Extractor?*\n",
"\n",
"- Customize analysis\n",
" - e.g., use detection part, do your own galaxy model fitting\n",
"- Increase clarity of pipelines\n",
"\n",
"*SEP:*\n",
"\n",
"- \"Source Extractor as a library\"\n",
"- (Fork of stable parts of Source Extractor)\n",
"- Roughly as fast as Source Extractor (that is to say: very)\n",
"- C API and Python API\n",
"- Avoid writing \"sex tractor\"\n",
"\n",
"**Docs:** http://sep.readthedocs.org/\n",
"\n",
"**Source:** https://github.com/kbarbary/sep\n",
"\n",
"# Demo"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import numpy as np\n",
"from fitsio import read\n",
"import sep\n",
"from matplotlib import pyplot as plt"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 48
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data = read(\"/home/kyle/code/sep/data/image.fits\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 49
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(10., 10.))\n",
"plt.imshow(data, cmap='gray', vmin=6500., vmax=7000., interpolation='nearest')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 57,
"text": [
"<matplotlib.image.AxesImage at 0x7f5a0bc3f350>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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lyFAfjXMyxkocGEaN3RjfjrFjS96pHxiv1iX2QZ+hu46x+N8Idk8ftQ0TtVfx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AHIFz3Fweq1og3WPzRMGzqTjU55D+SbfVDzpzPN2FDoAF2DGvbB87hjjs6B7EDrIeCta1AM3Bz9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\nQojDsTZ9hA6B5kwVhR772Ag761nCAAsxRfTJQhtSfhV6I+zu1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AUDIJOQbqXr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Y9bFK9FsQM61assbRnMNqK0ug/cnSk+l/93ZfTDs9ZrLG3PhaU/husxz6HUOHAeDvWPueV9YV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KckU4nAQmOd0CbkIGyBZhXaa4rddVCyKGp0t+Ttz3zmM9vvCK9IWBQOmUtFk0FDoqbRt6jj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"text": [
"<matplotlib.figure.Figure at 0x7f5a0bc4c450>"
]
}
],
"prompt_number": 57
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Background"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bkg = sep.Background(data) # measure background"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 52
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bkg.globalback, bkg.globalrms # global statistics"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 53,
"text": [
"(6852.04931640625, 65.46165466308594)"
]
}
],
"prompt_number": 53
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bkgim = bkg.back() # evaluate background"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 54
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# plot background\n",
"fig = plt.figure(figsize=(10., 10.))\n",
"plt.imshow(bkgim, cmap='gray')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 56,
"text": [
"<matplotlib.image.AxesImage at 0x7f5a0bc8e190>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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DUei5kfFHi+sMf7WU8lMffv6pUspfazmhsMQChMdH2tfaLo3FM8aWLRtfkgY+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\nx6pB6gCh8VEfbYwt2GHmSQM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hc7Jh6rmKdJTQrgibK6PL5YGYjBo8vtZc1jHZ+q/xUTBC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Ueil0o1qwrmrRRp6/aKZbW1qEEtW+S7Z057X2n/1D7vx6zVDo/FXrrZ1voeUR22ZcgfqtXMXWRu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\n",
"text": [
"<matplotlib.figure.Figure at 0x7f5a0bd19890>"
]
}
],
"prompt_number": 56
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bkg.subfrom(data) # subtract background directly from data; no intermediate array"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 58
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Detection"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# detect objects\n",
"objects = sep.extract(data, 1.5 * bkg.globalrms)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 59
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# objects is a numpy structured array\n",
"len(objects)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 60,
"text": [
"68"
]
}
],
"prompt_number": 60
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# position of 31st object\n",
"objects[30]['x'], objects[30]['y']"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 61,
"text": [
"(203.10133747668789, 109.06059750535223)"
]
}
],
"prompt_number": 61
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fields available\n",
"objects.dtype.names"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 65,
"text": [
"('thresh',\n",
" 'npix',\n",
" 'tnpix',\n",
" 'xmin',\n",
" 'xmax',\n",
" 'ymin',\n",
" 'ymax',\n",
" 'x',\n",
" 'y',\n",
" 'x2',\n",
" 'y2',\n",
" 'xy',\n",
" 'a',\n",
" 'b',\n",
" 'theta',\n",
" 'cxx',\n",
" 'cyy',\n",
" 'cxy',\n",
" 'cflux',\n",
" 'flux',\n",
" 'cpeak',\n",
" 'peak',\n",
" 'xcpeak',\n",
" 'ycpeak',\n",
" 'xpeak',\n",
" 'ypeak',\n",
" 'flag')"
]
}
],
"prompt_number": 65
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Aperture photometry"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# circular aperture photometry: radius=3 pixels, background annulus between 5 pixels and 8 pixels\n",
"flux, fluxerr, flags = sep.sum_circle(data, objects['x'], objects['y'], 3.0, bkgann=(5., 8.))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 63
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"flux"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 64,
"text": [
"array([ 2.25162955e+03, 2.63499737e+03, 5.85444320e+03,\n",
" 1.54784760e+03, 7.23583530e+04, 3.48852711e+03,\n",
" 6.19788935e+03, 2.51417800e+03, 2.64760126e+03,\n",
" 2.12978985e+04, 3.08757445e+03, 2.04251755e+03,\n",
" 2.61945684e+05, 4.16982015e+03, 2.42981474e+03,\n",
" 8.89787522e+03, 5.38766212e+03, 3.20622673e+03,\n",
" 1.69873525e+03, 2.03206650e+04, -4.20566764e+04,\n",
" 2.78799318e+05, 2.23787136e+03, 2.27466906e+03,\n",
" 6.79528314e+03, 3.92706969e+03, 9.16830804e+03,\n",
" 1.06439412e+04, 2.16200605e+03, 5.35435465e+03,\n",
" 4.73560624e+03, 5.19578108e+03, 1.32791559e+04,\n",
" 1.11125971e+04, 2.79747792e+04, 3.69602560e+03,\n",
" 2.08565462e+03, 3.90868263e+03, 3.68388091e+03,\n",
" 3.43891467e+04, 1.10106128e+04, 2.27018763e+03,\n",
" 1.88817606e+04, 3.76533368e+03, 8.57008294e+02,\n",
" 1.05448205e+04, 1.58804410e+03, 3.50120488e+03,\n",
" 2.84574912e+03, 1.15526799e+04, 2.57541326e+04,\n",
" 1.18293712e+04, 1.10796543e+04, 8.87838402e+05,\n",
" 4.48077651e+03, 2.20192678e+03, 4.20277833e+03,\n",
" 2.43338897e+03, 1.73740612e+03, 2.75873052e+03,\n",
" 2.04678617e+03, 1.08465547e+04, 3.93292709e+03,\n",
" 2.71444324e+03, 3.53545672e+03, 2.89052764e+03,\n",
" 3.01581170e+03, 4.61238214e+03])"
]
}
],
"prompt_number": 64
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Speed"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!cd /home/kyle/code/sep/ && bench.py"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"test image shape: (1024, 1024)\r\n",
"test image dtype: float32\r\n",
"measure background: 21.80 ms\r\n",
"subtract background: 3.59 ms\r\n",
"background array: 4.48 ms\r\n",
"rms array: 3.84 ms\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"extract: 57.08 ms [1168 objects]\r\n",
"\r\n",
"sep version: 0.3.0\r\n",
"photutils version: 0.0.dev134\r\n",
"\r\n",
"| test | sep | photutils | ratio |\r\n",
"|-------------------------|-----------------|-----------------|--------|\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"| 1024^2 image background | 24.18 ms | 993.36 ms | 41.09 |\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"| circles r= 5 subpix=5 | 3.81 us/aper | 102.99 us/aper | 27.02 |\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"| circles r= 5 exact | 4.48 us/aper | 107.00 us/aper | 23.88 |\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"| ellipses r= 5 subpix=5 | 4.77 us/aper | 113.27 us/aper | 23.73 |\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"| ellipses r= 5 exact | 14.23 us/aper | 135.94 us/aper | 9.55 |\r\n"
]
}
],
"prompt_number": 68
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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