kopia lustrzana https://github.com/OpenDroneMap/ODM
262 wiersze
9.4 KiB
Python
262 wiersze
9.4 KiB
Python
from opendm import context
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from opendm.system import run
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from opendm import log
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from opendm.point_cloud import export_summary_json
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from osgeo import ogr
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import json, os
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from opendm.concurrency import get_max_memory
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class Cropper:
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def __init__(self, storage_dir, files_prefix = "crop"):
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self.storage_dir = storage_dir
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self.files_prefix = files_prefix
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def path(self, suffix):
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"""
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@return a path relative to storage_dir and prefixed with files_prefix
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"""
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return os.path.join(self.storage_dir, '{}.{}'.format(self.files_prefix, suffix))
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@staticmethod
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def crop(gpkg_path, geotiff_path, gdal_options, keep_original=True, warp_options=[]):
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if not os.path.exists(gpkg_path) or not os.path.exists(geotiff_path):
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log.ODM_WARNING("Either {} or {} does not exist, will skip cropping.".format(gpkg_path, geotiff_path))
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return geotiff_path
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log.ODM_INFO("Cropping %s" % geotiff_path)
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# Rename original file
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# path/to/odm_orthophoto.tif --> path/to/odm_orthophoto.original.tif
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path, filename = os.path.split(geotiff_path)
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# path = path/to
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# filename = odm_orthophoto.tif
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basename, ext = os.path.splitext(filename)
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# basename = odm_orthophoto
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# ext = .tif
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original_geotiff = os.path.join(path, "{}.original{}".format(basename, ext))
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os.rename(geotiff_path, original_geotiff)
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try:
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kwargs = {
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'gpkg_path': gpkg_path,
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'geotiffInput': original_geotiff,
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'geotiffOutput': geotiff_path,
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'options': ' '.join(map(lambda k: '-co {}={}'.format(k, gdal_options[k]), gdal_options)),
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'warpOptions': ' '.join(warp_options),
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'max_memory': get_max_memory()
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}
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run('gdalwarp -cutline {gpkg_path} '
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'-crop_to_cutline '
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'{options} '
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'{warpOptions} '
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'{geotiffInput} '
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'{geotiffOutput} '
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'--config GDAL_CACHEMAX {max_memory}%'.format(**kwargs))
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if not keep_original:
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os.remove(original_geotiff)
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except Exception as e:
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log.ODM_WARNING('Something went wrong while cropping: {}'.format(e))
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# Revert rename
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os.rename(original_geotiff, geotiff_path)
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return geotiff_path
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@staticmethod
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def merge_bounds(input_bound_files, output_bounds, buffer_distance = 0):
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"""
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Merge multiple bound files into a single bound computed from the convex hull
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of all bounds (minus a buffer distance in meters)
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"""
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geomcol = ogr.Geometry(ogr.wkbGeometryCollection)
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driver = ogr.GetDriverByName('GPKG')
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srs = None
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for input_bound_file in input_bound_files:
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ds = driver.Open(input_bound_file, 0) # ready-only
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layer = ds.GetLayer()
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srs = layer.GetSpatialRef()
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# Collect all Geometry
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for feature in layer:
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geomcol.AddGeometry(feature.GetGeometryRef())
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ds = None
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# Calculate convex hull
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convexhull = geomcol.ConvexHull()
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# If buffer distance is specified
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# Create two buffers, one shrinked by
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# N + 3 and then that buffer expanded by 3
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# so that we get smooth corners. \m/
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BUFFER_SMOOTH_DISTANCE = 3
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if buffer_distance > 0:
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convexhull = convexhull.Buffer(-(buffer_distance + BUFFER_SMOOTH_DISTANCE))
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convexhull = convexhull.Buffer(BUFFER_SMOOTH_DISTANCE)
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# Save to a new file
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if os.path.exists(output_bounds):
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driver.DeleteDataSource(output_bounds)
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out_ds = driver.CreateDataSource(output_bounds)
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layer = out_ds.CreateLayer("convexhull", srs=srs, geom_type=ogr.wkbPolygon)
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feature_def = layer.GetLayerDefn()
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feature = ogr.Feature(feature_def)
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feature.SetGeometry(convexhull)
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layer.CreateFeature(feature)
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feature = None
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# Save and close output data source
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out_ds = None
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def create_bounds_geojson(self, pointcloud_path, buffer_distance = 0, decimation_step=40):
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"""
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Compute a buffered polygon around the data extents (not just a bounding box)
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of the given point cloud.
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@return filename to GeoJSON containing the polygon
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"""
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if not os.path.exists(pointcloud_path):
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log.ODM_WARNING('Point cloud does not exist, cannot generate bounds {}'.format(pointcloud_path))
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return ''
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# Do decimation prior to extracting boundary information
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decimated_pointcloud_path = self.path('decimated.las')
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run("pdal translate -i \"{}\" "
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"-o \"{}\" "
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"decimation "
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"--filters.decimation.step={} ".format(pointcloud_path, decimated_pointcloud_path, decimation_step))
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if not os.path.exists(decimated_pointcloud_path):
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log.ODM_WARNING('Could not decimate point cloud, thus cannot generate GPKG bounds {}'.format(decimated_pointcloud_path))
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return ''
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# Use PDAL to dump boundary information
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# then read the information back
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boundary_file_path = self.path('boundary.json')
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run('pdal info --boundary --filters.hexbin.edge_size=1 --filters.hexbin.threshold=0 {0} > {1}'.format(decimated_pointcloud_path, boundary_file_path))
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pc_geojson_boundary_feature = None
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with open(boundary_file_path, 'r') as f:
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json_f = json.loads(f.read())
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pc_geojson_boundary_feature = json_f['boundary']['boundary_json']
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if pc_geojson_boundary_feature is None: raise RuntimeError("Could not determine point cloud boundaries")
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# Write bounds to GeoJSON
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bounds_geojson_path = self.path('bounds.geojson')
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with open(bounds_geojson_path, "w") as f:
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f.write(json.dumps({
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"type": "FeatureCollection",
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"features": [{
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"type": "Feature",
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"geometry": pc_geojson_boundary_feature
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}]
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}))
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# Create a convex hull around the boundary
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# as to encompass the entire area (no holes)
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driver = ogr.GetDriverByName('GeoJSON')
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ds = driver.Open(bounds_geojson_path, 0) # ready-only
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layer = ds.GetLayer()
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# Collect all Geometry
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geomcol = ogr.Geometry(ogr.wkbGeometryCollection)
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for feature in layer:
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geomcol.AddGeometry(feature.GetGeometryRef())
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# Calculate convex hull
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convexhull = geomcol.ConvexHull()
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# If buffer distance is specified
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# Create two buffers, one shrinked by
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# N + 3 and then that buffer expanded by 3
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# so that we get smooth corners. \m/
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BUFFER_SMOOTH_DISTANCE = 3
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if buffer_distance > 0:
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# For small areas, check that buffering doesn't obliterate
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# our hull
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tmp = convexhull.Buffer(-(buffer_distance + BUFFER_SMOOTH_DISTANCE))
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tmp = tmp.Buffer(BUFFER_SMOOTH_DISTANCE)
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if tmp.Area() > 0:
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convexhull = tmp
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else:
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log.ODM_WARNING("Very small crop area detected, we will not smooth it.")
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# Save to a new file
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bounds_geojson_path = self.path('bounds.geojson')
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if os.path.exists(bounds_geojson_path):
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driver.DeleteDataSource(bounds_geojson_path)
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out_ds = driver.CreateDataSource(bounds_geojson_path)
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layer = out_ds.CreateLayer("convexhull", geom_type=ogr.wkbPolygon)
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feature_def = layer.GetLayerDefn()
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feature = ogr.Feature(feature_def)
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feature.SetGeometry(convexhull)
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layer.CreateFeature(feature)
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feature = None
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# Save and close data sources
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out_ds = ds = None
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# Remove decimated point cloud
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if os.path.exists(decimated_pointcloud_path):
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os.remove(decimated_pointcloud_path)
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return bounds_geojson_path
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def create_bounds_gpkg(self, pointcloud_path, buffer_distance = 0, decimation_step=40):
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"""
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Compute a buffered polygon around the data extents (not just a bounding box)
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of the given point cloud.
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@return filename to Geopackage containing the polygon
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"""
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if not os.path.exists(pointcloud_path):
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log.ODM_WARNING('Point cloud does not exist, cannot generate GPKG bounds {}'.format(pointcloud_path))
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return ''
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bounds_geojson_path = self.create_bounds_geojson(pointcloud_path, buffer_distance, decimation_step)
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summary_file_path = os.path.join(self.storage_dir, '{}.summary.json'.format(self.files_prefix))
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export_summary_json(pointcloud_path, summary_file_path)
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pc_proj4 = None
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with open(summary_file_path, 'r') as f:
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json_f = json.loads(f.read())
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pc_proj4 = json_f['summary']['srs']['proj4']
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if pc_proj4 is None: raise RuntimeError("Could not determine point cloud proj4 declaration")
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bounds_gpkg_path = os.path.join(self.storage_dir, '{}.bounds.gpkg'.format(self.files_prefix))
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# Convert bounds to GPKG
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kwargs = {
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'input': bounds_geojson_path,
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'output': bounds_gpkg_path,
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'proj4': pc_proj4
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}
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run('ogr2ogr -overwrite -f GPKG -a_srs "{proj4}" {output} {input}'.format(**kwargs))
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return bounds_gpkg_path
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