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@PierrickKoch
Created August 30, 2016 15:24
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{
"cells": [
{
"cell_type": "code",
"execution_count": 18,
"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": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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+d+v4Mz7b9MmO9awVNpsT99gifb15LN5i0t+b7PTn0GfQ6is4zfpl4tprX7zyULPo8bhy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\nBgCADiEZAAA6hGQAAOj4/+HzdkbEpP0QAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbd53803c50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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heyY8nTlg+2F8HX+OYs7vCyYc7xJlplWr93v7WoXkNaF7w8qmZn6XyLwKgX0h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\nREREjeENCBERERERNeb/A5e4re2t/Sk9AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbda6b13b90>"
]
},
"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 init swap on\")"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7fbd53bd2150>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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nvmY1AKCxa4/bvY9qAICc8vuzz8F8n1yfE3Uw9ctXuv2Ff3MssvGKP9/2OTnU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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbd53a5aa10>"
]
},
"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 init swap on\")"
]
},
{
"cell_type": "code",
"execution_count": 21,
"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": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7fbd53b98a10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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CCCGEpAAVkLRxVWFwtV8oTvkIYq/omCSFZiVtS20yAGC4PuSVMZ9n9Y900Fpz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\niIioMbwBISIiIiKixvx/4uxpDyvN9tQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbd53da1bd0>"
]
},
"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 init swap off\")"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7fbd53f89410>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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koCzvo+hlTQ4dj7EP2zcGtKNPG0t7+/tFAIaZeHCAotc1Hk+eVgAry+1J2xH2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\nUu3+P+ebP1U/fWbuAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbda692ee10>"
]
},
"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 init 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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