Created
April 30, 2015 19:23
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rasterize gdal vs rasterio
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def rasterize_geom(geom, src_offset, new_gt, all_touched): | |
from rasterio import features | |
geoms = [(geom, 1)] | |
rv_array = features.rasterize( | |
geoms, | |
out_shape=(src_offset[3], src_offset[2]), | |
transform=new_gt, | |
fill=0, | |
all_touched=all_touched) | |
return rv_array | |
def rasterize_geom_gdal(geom, src_offset, new_gt, all_touched, spatial_ref): | |
""" | |
deprecated, used rasterize_geom instead | |
keeping this around as a reference for other gdal->rasterio efforts | |
and because it's roughly 2x faster than rasterio implementation | |
""" | |
from osgeo import ogr, gdal | |
ogr_geom_type = shapely_to_ogr_type(geom.type) | |
# Create a temporary vector layer in memory | |
mem_drv = ogr.GetDriverByName(str("Memory")) | |
mem_ds = mem_drv.CreateDataSource(str('out')) | |
mem_layer = mem_ds.CreateLayer(str('out'), spatial_ref, ogr_geom_type) | |
ogr_feature = ogr.Feature(feature_def=mem_layer.GetLayerDefn()) | |
ogr_geom = ogr.CreateGeometryFromWkt(geom.wkt) | |
ogr_feature.SetGeometryDirectly(ogr_geom) | |
mem_layer.CreateFeature(ogr_feature) | |
# Rasterize it | |
driver = gdal.GetDriverByName(str('MEM')) | |
rvds = driver.Create(str('rvds'), src_offset[2], src_offset[3], 1, gdal.GDT_Byte) | |
rvds.SetGeoTransform(new_gt) | |
if all_touched: | |
gdal.RasterizeLayer(rvds, [1], mem_layer, None, None, | |
burn_values=[1], | |
options=['ALL_TOUCHED=True']) | |
else: | |
gdal.RasterizeLayer(rvds, [1], mem_layer, None, None, | |
burn_values=[1], | |
options=['ALL_TOUCHED=False']) | |
rv_array = rvds.ReadAsArray() | |
return rv_array |
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The only downside:
rasterize_geom
is ~ 1.8x slower thanrasterize_geom_gdal
. Worth it for the safety and code clarity of the rasterio approach IMO.