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@PierrickKoch
Created August 30, 2016 15:24
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import atlaas\n",
"import numpy as np\n",
"from atlaas.helpers.gdal2 import gdal2\n",
"from atlaas.helpers.matplot import hist, show\n",
"\n",
"## clean up previous run\n",
"import glob\n",
"import subprocess\n",
"tiles = glob.glob('atlaas.*x*.tif')\n",
"if tiles: subprocess.check_output(['rm'] + tiles)\n",
"####\n",
"\n",
"test = atlaas.Atlaas()\n",
"test.init(120.0, 120.0, 0.1, 0, 0, 0, 31, True)\n",
"\n",
"test.set_use_swap(True)\n",
"test.process()\n",
"\n",
"filepath = 'out-swap-on.tif'\n",
"test.region('region.png')\n",
"atlaas.merge('atlaas.*x*.tif', filepath)\n",
"g1 = gdal2( filepath )"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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2dRztWsDx6LXd4oWeZH3Ji/ZCgO3yFNpBk55qPMp1mvy05UuW8AfKdNbpqdRl13p4u0+W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\nAHQIyQAA0CEkAwBAh5AMAAAd/x/r7Y9OTAKLPwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f92f9902a10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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xCezs5ZDrRmcCAKZNGW0oY2O2jUs+Ri4xJtW67ymWT08toH2EzWz6JRoVFFdm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\nRES14QMIERERERHVhg8gRERERERUm/8PYK1IHv8MtAIAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f92c08a60d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"band = g1.dtm()\n",
"hist(band)\n",
"show(band[300:500, 300:600], 1, 2, fsize=(16, 8), title=\"dtm dynamic swap on\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7f92f5400bd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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N7aK3sE9U9V4Am6NltwePzwJ4Q2K7vwfw9x32+Q0A1/fSjtImWBQRfY38TCnHpv6rb7zS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\nAwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9285310c10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"band = g1.bands[g1.names['VARIANCE']]\n",
"hist(band[band<0.05])\n",
"band[g1.bands[g1.names['N_POINTS']] == 0] = np.nan\n",
"show(band[300:500, 300:600], 0, 0.05, fsize=(16, 8), title=\"variance dynamic swap on\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"## clean up previous run\n",
"tiles = glob.glob('atlaas.*x*.tif')\n",
"if tiles: subprocess.check_output(['rm'] + tiles)\n",
"####\n",
"\n",
"test.set_use_swap(False)\n",
"test.process()\n",
"\n",
"filepath = 'out-swap-off.tif'\n",
"test.region('region.png')\n",
"atlaas.merge('atlaas.*x*.tif', filepath)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7f92857dca10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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+Jvq3+WK979wl77AOa2w16C8ClDsMb5VNsKp7ZoQQQgghhBDn4NJt6pRM+XC9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\nRERUG96AEBERERFRbf4/Hpdvo+UwtIcAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f92f544d450>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g2 = gdal2( filepath )\n",
"band = g2.dtm()\n",
"hist(band)\n",
"show(band[300:500, 300:600], 1, 2, fsize=(16, 8), title=\"dtm dynamic swap off\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7f9284f2e950>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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IiUD4PYyS91YX5aMsNq8iVNS72c/+ikrk9rHftOc0lsNh61gPr3WcpvkMkfak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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9285205fd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"band = g2.bands[g2.names['VARIANCE']]\n",
"hist(band[band<0.05])\n",
"band[g1.bands[g1.names['N_POINTS']] == 0] = np.nan\n",
"show(band[300:500, 300:600], 0, 0.05, fsize=(16, 8), title=\"variance dynamic swap off\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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