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August 2, 2018 05:40
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Introduction to GDAL raster tiling
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Introduction to GDAL raster tiling" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"input = './MNS(terrain+batiment)_2015_1m_Ahuntsic-Cartierville.tif'\n", | |
"# Source: http://donnees.ville.montreal.qc.ca/dataset/modele-numerique-de-surface-mns" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Option 1 : Loading images with Gdal" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import gdal\n", | |
"import numpy as np\n", | |
"from osgeo import gdal_array, osr # required to manipulate gdal projections" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"ds = gdal.Open(input)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(284200.8830090268, 1.0, 0.0, 5049481.159977066, 0.0, -1.0)" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ds.GetGeoTransform()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The structure **geoTransform** contains image coordinate and resolution metadata:\n", | |
"\n", | |
"* `geoTransform[0]` : X coord\n", | |
"* `geoTransform[1]` : pixel X resolution, can be negative (reverse the Y axis)\n", | |
"* `geoTransform[2]` : 0 ?\n", | |
"* `geoTransform[3]` : Y coord\n", | |
"* `geoTransform[4]` : 0 ?\n", | |
"* `geoTransform[5]` : pixel Y resolution, can be negative (reverse the Y axis)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The spartial reference coordinate is optained with `GetProjection`:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'PROJCS[\"NAD83(CSRS) / MTM zone 8\",GEOGCS[\"NAD83(CSRS)\",DATUM[\"NAD83_Canadian_Spatial_Reference_System\",SPHEROID[\"GRS 1980\",6378137,298.2572221010042,AUTHORITY[\"EPSG\",\"7019\"]],AUTHORITY[\"EPSG\",\"6140\"]],PRIMEM[\"Greenwich\",0],UNIT[\"degree\",0.0174532925199433],AUTHORITY[\"EPSG\",\"4617\"]],PROJECTION[\"Transverse_Mercator\"],PARAMETER[\"latitude_of_origin\",0],PARAMETER[\"central_meridian\",-73.5],PARAMETER[\"scale_factor\",0.9999],PARAMETER[\"false_easting\",304800],PARAMETER[\"false_northing\",0],UNIT[\"metre\",1,AUTHORITY[\"EPSG\",\"9001\"]],AUTHORITY[\"EPSG\",\"2950\"]]'" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ds.GetProjection()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Object `SpatialReference` can be used to convert the projections to other format, including PyProj (the conversion can go back and forth)." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'+proj=tmerc +lat_0=0 +lon_0=-73.5 +k=0.9999 +x_0=304800 +y_0=0 +ellps=GRS80 +towgs84=0,0,0,0,0,0,0 +units=m +no_defs '" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"sr = osr.SpatialReference()\n", | |
"sr.ImportFromWkt(ds.GetProjection())\n", | |
"sr.ExportToProj4()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'PROJCS[\"WGS 84 / Pseudo-Mercator\",GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",\"8901\"]],UNIT[\"degree\",0.0174532925199433,AUTHORITY[\"EPSG\",\"9122\"]],AUTHORITY[\"EPSG\",\"4326\"]],PROJECTION[\"Mercator_1SP\"],PARAMETER[\"central_meridian\",0],PARAMETER[\"scale_factor\",1],PARAMETER[\"false_easting\",0],PARAMETER[\"false_northing\",0],UNIT[\"metre\",1,AUTHORITY[\"EPSG\",\"9001\"]],AXIS[\"X\",EAST],AXIS[\"Y\",NORTH],EXTENSION[\"PROJ4\",\"+proj=merc +a=6378137 +b=6378137 +lat_ts=0.0 +lon_0=0.0 +x_0=0.0 +y_0=0 +k=1.0 +units=m +nadgrids=@null +wktext +no_defs\"],AUTHORITY[\"EPSG\",\"3857\"]]'" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"sr = osr.SpatialReference()\n", | |
"sr.ImportFromEPSG(3857)\n", | |
"sr.ExportToWkt()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Raster bands (channels) can be read into a numpy array using the `.ReadAsArray()` method:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"band_1_array = np.array(ds.GetRasterBand(1).ReadAsArray()) # indices starts at 1 !" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([[-32767., -32767., -32767., ..., -32767., -32767., -32767.],\n", | |
" [-32767., -32767., -32767., ..., -32767., -32767., -32767.],\n", | |
" [-32767., -32767., -32767., ..., -32767., -32767., -32767.],\n", | |
" ...,\n", | |
" [-32767., -32767., -32767., ..., -32767., -32767., -32767.],\n", | |
" [-32767., -32767., -32767., ..., -32767., -32767., -32767.],\n", | |
" [-32767., -32767., -32767., ..., -32767., -32767., -32767.]],\n", | |
" dtype=float32)" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"band_1_array" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x28a8125de10>" | |
] | |
}, | |
"execution_count": 11, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x864 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import matplotlib.pyplot as plt\n", | |
"plt.figure(figsize=(12, 12))\n", | |
"plt.imshow(np.clip(band_1_array, -10, 1000))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Use `RasterXSize`, `RasterYSize` and `RasterCount` to retrieve the source\n", | |
"image resolution and band count" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"11079" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ds.RasterXSize" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"8721" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ds.RasterYSize" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"1" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ds.RasterCount" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"band_1 = ds.GetRasterBand(1)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Geotiff are often already split in block. The file block size and count can be obtained with\n", | |
"the band `GetBlockSize()` method." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[11079, 1]" | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"band_1.GetBlockSize()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"It seems that the image we use is already split in row blocks (1 pixel height)\n", | |
"We will have to perform our own tiling to optains square pathes." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"tile_h = 2000\n", | |
"tile_w = 1500" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"7" | |
] | |
}, | |
"execution_count": 21, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"len(i_range)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1008x1008 with 28 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"i_range = range(int(ds.RasterXSize / tile_w))\n", | |
"j_range = range(int(ds.RasterYSize / tile_h))\n", | |
"k = 0\n", | |
"\n", | |
"plt.figure(figsize=(14, 14))\n", | |
"\n", | |
"\n", | |
"for block_j in j_range:\n", | |
" block_y = block_j * tile_h\n", | |
" for block_i in i_range:\n", | |
" block_x = block_i * tile_w\n", | |
" k += 1\n", | |
" \n", | |
" block = band_1.ReadAsArray(xoff=block_x, yoff=block_y,\n", | |
" win_xsize=tile_w, win_ysize=tile_h)\n", | |
" \n", | |
" plt.subplot(len(j_range), len(i_range), k)\n", | |
" plt.imshow(np.clip(np.array(block), -10, 1000))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Using `ReadAsArray(xoff=block_x, yoff=block_y, ...)` should minimize **memory usage** by reading\n", | |
"part of files instead of reading loading the whole raster in memory.\n", | |
"\n", | |
"However to minize **disk access** it could be also interesting to load the full image in memory and\n", | |
"perform the tiling on the numpy array." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### About HDFS:\n", | |
"\n", | |
"GDAL should be able to load memory from the HDFS distributed file system, using the `/vsihdfs/` URI\n", | |
"scheme :\n", | |
" \n", | |
"> **`/vsihdfs/` (Hadoop File System)**\n", | |
"> \n", | |
"> `/vsihdfs/` is a file system handler that provides read access to HDFS. This handler requires GDAL to have been built with Java support (–with-java) and HDFS support (–with-hdfs). Support for this handler is currently only available on Unix-like systems.\n", | |
"> \n", | |
"> Recognized filenames are of the form /vsihdfs/hdfsUri where hdfsUri is a valid HDFS URI.\n", | |
"> \n", | |
"> Examples:\n", | |
">\n", | |
"> * `/vsihdfs/file:/tmp/my.tif` (a local file accessed through HDFS)\n", | |
"> * `/vsihdfs/hdfs:/hadoop/my.tif` (a file stored in HDFS)\n", | |
"> \n", | |
"> Since\n", | |
"> GDAL 2.4\n", | |
"\n", | |
"I have not tested if the gdal version provided as a conda package is compiled with HDFS support.\n", | |
"\n", | |
"An other way to read file from would be to use `hdfs.open` from [`hdfs3`](http://hdfs3.readthedocs.io/en/latest/) or [`pyspark.SparkFiles`](http://spark.apache.org/docs/2.3.0/api/python/pyspark.html#pyspark.SparkFiles), but I havn't tested these methods either." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Option 2 : Using gdal2tiles to generate 256x256 tiles" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import sys\n", | |
"import os\n", | |
"\n", | |
"script_dir = sys.prefix + '/Scripts'\n", | |
"sys.path.append(script_dir) # required to used gdal2tiles ?\n", | |
"os.environ[\"PATH\"] += os.pathsep + script_dir" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"output_dir = './tiles'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"zoom_level = 14\n", | |
"# See: https://wiki.openstreetmap.org/wiki/Zoom_levels" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Generating Base Tiles:\n", | |
"0...10...20...30...40...50...60...70...80...90...100\n" | |
] | |
} | |
], | |
"source": [ | |
"!python $script_dir/gdal2tiles.py -r average -z $zoom_level $input $output_dir" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Usage: gdal2tiles.py [options] input_file [output]\n", | |
"\n", | |
"Options:\n", | |
" --version show program's version number and exit\n", | |
" -h, --help show this help message and exit\n", | |
" -p PROFILE, --profile=PROFILE\n", | |
" Tile cutting profile (mercator,geodetic,raster) -\n", | |
" default 'mercator' (Google Maps compatible)\n", | |
" -r RESAMPLING, --resampling=RESAMPLING\n", | |
" Resampling method (average,near,bilinear,cubic,cubicsp\n", | |
" line,lanczos,antialias) - default 'average'\n", | |
" -s SRS, --s_srs=SRS The spatial reference system used for the source input\n", | |
" data\n", | |
" -z ZOOM, --zoom=ZOOM Zoom levels to render (format:'2-5' or '10').\n", | |
" -e, --resume Resume mode. Generate only missing files.\n", | |
" -a NODATA, --srcnodata=NODATA\n", | |
" NODATA transparency value to assign to the input data\n", | |
" -d, --tmscompatible When using the geodetic profile, specifies the base\n", | |
" resolution as 0.703125 or 2 tiles at zoom level 0.\n", | |
" -v, --verbose Print status messages to stdout\n", | |
" -q, --quiet Disable messages and status to stdout\n", | |
" --processes=NB_PROCESSES\n", | |
" Number of processes to use for tiling\n", | |
"\n", | |
" KML (Google Earth) options:\n", | |
" Options for generated Google Earth SuperOverlay metadata\n", | |
"\n", | |
" -k, --force-kml Generate KML for Google Earth - default for 'geodetic'\n", | |
" profile and 'raster' in EPSG:4326. For a dataset with\n", | |
" different projection use with caution!\n", | |
" -n, --no-kml Avoid automatic generation of KML files for EPSG:4326\n", | |
" -u URL, --url=URL URL address where the generated tiles are going to be\n", | |
" published\n", | |
"\n", | |
" Web viewer options:\n", | |
" Options for generated HTML viewers a la Google Maps\n", | |
"\n", | |
" -w WEBVIEWER, --webviewer=WEBVIEWER\n", | |
" Web viewer to generate\n", | |
" (all,google,openlayers,leaflet,none) - default 'all'\n", | |
" -t TITLE, --title=TITLE\n", | |
" Title of the map\n", | |
" -c COPYRIGHT, --copyright=COPYRIGHT\n", | |
" Copyright for the map\n", | |
" -g GOOGLEKEY, --googlekey=GOOGLEKEY\n", | |
" Google Maps API key from\n", | |
" http://code.google.com/apis/maps/signup.html\n", | |
" -b BINGKEY, --bingkey=BINGKEY\n", | |
" Bing Maps API key from https://www.bingmapsportal.com/\n" | |
] | |
} | |
], | |
"source": [ | |
"!python $script_dir/gdal2tiles.py -h" | |
] | |
} | |
], | |
"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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