OpenDroneMap-ODM/opendm/dem/pdal.py

201 wiersze
5.7 KiB
Python

#!/usr/bin/env python
################################################################################
# lidar2dems - utilties for creating DEMs from LiDAR data
#
# AUTHOR: Matthew Hanson, matt.a.hanson@gmail.com
#
# Copyright (C) 2015 Applied Geosolutions LLC, oss@appliedgeosolutions.com
#
# Redistribution and use in source and binary forms, with or without
# modification, are permitted provided that the following conditions are met:
#
# * Redistributions of source code must retain the above copyright notice, this
# list of conditions and the following disclaimer.
#
# * Redistributions in binary form must reproduce the above copyright notice,
# this list of conditions and the following disclaimer in the documentation
# and/or other materials provided with the distribution.
#
# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
# FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
# SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
# CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
# OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
################################################################################
# Library functions for creating DEMs from Lidar data
import os
import json as jsonlib
import tempfile
from opendm import system
from opendm import log
from datetime import datetime
from pipes import quote
""" JSON Functions """
def json_base():
""" Create initial JSON for PDAL pipeline """
return {'pipeline': []}
def json_gdal_base(filename, output_type, radius, resolution=1, bounds=None):
""" Create initial JSON for PDAL pipeline containing a Writer element """
json = json_base()
d = {
'type': 'writers.gdal',
'resolution': resolution,
'radius': radius,
'filename': filename,
'output_type': output_type,
'data_type': 'float'
}
if bounds is not None:
d['bounds'] = "([%s,%s],[%s,%s])" % (bounds['minx'], bounds['maxx'], bounds['miny'], bounds['maxy'])
json['pipeline'].insert(0, d)
return json
def json_las_base(fout):
""" Create initial JSON for writing to a LAS file """
json = json_base()
json['pipeline'].insert(0, {
'type': 'writers.las',
'filename': fout
})
return json
def json_add_decimation_filter(json, step):
""" Add decimation Filter element and return """
json['pipeline'].insert(0, {
'type': 'filters.decimation',
'step': step
})
return json
def json_add_classification_filter(json, classification, equality="equals"):
""" Add classification Filter element and return """
limits = 'Classification[{0}:{0}]'.format(classification)
if equality == 'max':
limits = 'Classification[:{0}]'.format(classification)
json['pipeline'].insert(0, {
'type': 'filters.range',
'limits': limits
})
return json
def is_ply_file(filename):
_, ext = os.path.splitext(filename)
return ext.lower() == '.ply'
def json_add_reader(json, filename):
""" Add Reader Element and return """
reader_type = 'readers.las' # default
if is_ply_file(filename):
reader_type = 'readers.ply'
json['pipeline'].insert(0, {
'type': reader_type,
'filename': os.path.abspath(filename)
})
return json
def json_add_readers(json, filenames):
""" Add merge Filter element and readers to a Writer element and return Filter element """
for f in filenames:
json_add_reader(json, f)
if len(filenames) > 1:
json['pipeline'].insert(0, {
'type': 'filters.merge'
})
return json
def json_print(json):
""" Pretty print JSON """
log.ODM_DEBUG(jsonlib.dumps(json, indent=4, separators=(',', ': ')))
""" Run PDAL commands """
def run_pipeline(json, verbose=False):
""" Run PDAL Pipeline with provided JSON """
if verbose:
json_print(json)
# write to temp file
f, jsonfile = tempfile.mkstemp(suffix='.json')
if verbose:
log.ODM_INFO('Pipeline file: %s' % jsonfile)
os.write(f, jsonlib.dumps(json))
os.close(f)
cmd = [
'pdal',
'pipeline',
'-i %s' % jsonfile
]
if verbose:
system.run(' '.join(cmd))
else:
system.run(' '.join(cmd) + ' > /dev/null 2>&1')
os.remove(jsonfile)
def run_pdaltranslate_smrf(fin, fout, scalar, slope, threshold, window, verbose=False):
""" Run PDAL translate """
cmd = [
'pdal',
'translate',
'-i %s' % fin,
'-o %s' % fout,
'smrf',
'--filters.smrf.scalar=%s' % scalar,
'--filters.smrf.slope=%s' % slope,
'--filters.smrf.threshold=%s' % threshold,
'--filters.smrf.window=%s' % window,
]
if verbose:
log.ODM_DEBUG(' '.join(cmd))
system.run(' '.join(cmd))
def merge_point_clouds(input_files, output_file, verbose=False):
if len(input_files) == 0:
log.ODM_WARNING("Cannot merge point clouds, no point clouds to merge.")
return
cmd = [
'pdal',
'merge',
' '.join(map(quote, input_files + [output_file])),
]
if verbose:
log.ODM_DEBUG(' '.join(cmd))
system.run(' '.join(cmd))