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- #!/usr/bin/env python3
- #
- ############################################################################
- #
- # MODULE: r.fillnulls
- # AUTHOR(S): Markus Neteler
- # Updated to GRASS 5.7 by Michael Barton
- # Updated to GRASS 6.0 by Markus Neteler
- # Ring and zoom improvements by Hamish Bowman
- # Converted to Python by Glynn Clements
- # Added support for r.resamp.bspline by Luca Delucchi
- # Per hole filling with RST by Maris Nartiss
- # Speedup for per hole filling with RST by Stefan Blumentrath
- # PURPOSE: fills NULL (no data areas) in raster maps
- # The script respects a user mask (MASK) if present.
- #
- # COPYRIGHT: (C) 2001-2018 by the GRASS Development Team
- #
- # This program is free software under the GNU General Public
- # License (>=v2). Read the file COPYING that comes with GRASS
- # for details.
- #
- #############################################################################
- #%module
- #% description: Fills no-data areas in raster maps using spline interpolation.
- #% keyword: raster
- #% keyword: surface
- #% keyword: elevation
- #% keyword: interpolation
- #% keyword: splines
- #% keyword: no-data filling
- #%end
- #%option G_OPT_R_INPUT
- #%end
- #%option G_OPT_R_OUTPUT
- #%end
- #%option
- #% key: method
- #% type: string
- #% description: Interpolation method to use
- #% required: yes
- #% options: bilinear,bicubic,rst
- #% answer: rst
- #%end
- #%option
- #% key: tension
- #% type: double
- #% description: Spline tension parameter
- #% required : no
- #% answer : 40.
- #% guisection: RST options
- #%end
- #%option
- #% key: smooth
- #% type: double
- #% description: Spline smoothing parameter
- #% required : no
- #% answer : 0.1
- #% guisection: RST options
- #%end
- #%option
- #% key: edge
- #% type: integer
- #% description: Width of hole edge used for interpolation (in cells)
- #% required : no
- #% answer : 3
- #% options : 2-100
- #% guisection: RST options
- #%end
- #%option
- #% key: npmin
- #% type: integer
- #% description: Minimum number of points for approximation in a segment (>segmax)
- #% required : no
- #% answer : 600
- #% options : 2-10000
- #% guisection: RST options
- #%end
- #%option
- #% key: segmax
- #% type: integer
- #% description: Maximum number of points in a segment
- #% required : no
- #% answer : 300
- #% options : 2-10000
- #% guisection: RST options
- #%end
- #%option
- #% key: lambda
- #% type: double
- #% required: no
- #% multiple: no
- #% label: Tykhonov regularization parameter (affects smoothing)
- #% description: Used in bilinear and bicubic spline interpolation
- #% answer: 0.01
- #% guisection: Spline options
- #%end
- #%option G_OPT_MEMORYMB
- #%end
- import sys
- import os
- import atexit
- import subprocess
- import grass.script as grass
- from grass.exceptions import CalledModuleError
- tmp_rmaps = list()
- tmp_vmaps = list()
- usermask = None
- mapset = None
- # what to do in case of user break:
- def cleanup():
- # delete internal mask and any TMP files:
- if len(tmp_vmaps) > 0:
- grass.run_command('g.remove', quiet=True, flags='fb', type='vector', name=tmp_vmaps)
- if len(tmp_rmaps) > 0:
- grass.run_command('g.remove', quiet=True, flags='fb', type='raster', name=tmp_rmaps)
- if usermask and mapset:
- if grass.find_file(usermask, mapset=mapset)['file']:
- grass.run_command('g.rename', quiet=True, raster=(usermask, 'MASK'), overwrite=True)
- def main():
- global usermask, mapset, tmp_rmaps, tmp_vmaps
- input = options['input']
- output = options['output']
- tension = options['tension']
- smooth = options['smooth']
- method = options['method']
- edge = int(options['edge'])
- segmax = int(options['segmax'])
- npmin = int(options['npmin'])
- lambda_ = float(options['lambda'])
- memory = options['memory']
- quiet = True # FIXME
- mapset = grass.gisenv()['MAPSET']
- unique = str(os.getpid()) # Shouldn't we use temp name?
- prefix = 'r_fillnulls_%s_' % unique
- failed_list = list() # a list of failed holes. Caused by issues with v.surf.rst. Connected with #1813
- # check if input file exists
- if not grass.find_file(input)['file']:
- grass.fatal(_("Raster map <%s> not found") % input)
- # save original region
- reg_org = grass.region()
- # check if a MASK is already present
- # and remove it to not interfere with NULL lookup part
- # as we don't fill MASKed parts!
- if grass.find_file('MASK', mapset=mapset)['file']:
- usermask = "usermask_mask." + unique
- grass.message(_("A user raster mask (MASK) is present. Saving it..."))
- grass.run_command('g.rename', quiet=quiet, raster=('MASK', usermask))
- # check if method is rst to use v.surf.rst
- if method == 'rst':
- # idea: filter all NULLS and grow that area(s) by 3 pixel, then
- # interpolate from these surrounding 3 pixel edge
- filling = prefix + 'filled'
- grass.use_temp_region()
- grass.run_command('g.region', align=input, quiet=quiet)
- region = grass.region()
- ns_res = region['nsres']
- ew_res = region['ewres']
- grass.message(_("Using RST interpolation..."))
- grass.message(_("Locating and isolating NULL areas..."))
- # creating binary (0/1) map
- if usermask:
- grass.message(_("Skipping masked raster parts"))
- grass.mapcalc("$tmp1 = if(isnull(\"$input\") && !($mask == 0 || isnull($mask)),1,null())",
- tmp1=prefix + 'nulls', input=input, mask=usermask)
- else:
- grass.mapcalc("$tmp1 = if(isnull(\"$input\"),1,null())",
- tmp1=prefix + 'nulls', input=input)
- tmp_rmaps.append(prefix + 'nulls')
- # restoring user's mask, if present
- # to ignore MASKed original values
- if usermask:
- grass.message(_("Restoring user mask (MASK)..."))
- try:
- grass.run_command('g.rename', quiet=quiet, raster=(usermask, 'MASK'))
- except CalledModuleError:
- grass.warning(_("Failed to restore user MASK!"))
- usermask = None
- # grow identified holes by X pixels
- grass.message(_("Growing NULL areas"))
- tmp_rmaps.append(prefix + 'grown')
- try:
- grass.run_command('r.grow', input=prefix + 'nulls',
- radius=edge + 0.01, old=1, new=1,
- out=prefix + 'grown', quiet=quiet)
- except CalledModuleError:
- grass.fatal(_("abandoned. Removing temporary map, restoring "
- "user mask if needed:"))
- # assign unique IDs to each hole or hole system (holes closer than edge distance)
- grass.message(_("Assigning IDs to NULL areas"))
- tmp_rmaps.append(prefix + 'clumped')
- try:
- grass.run_command(
- 'r.clump',
- input=prefix +
- 'grown',
- output=prefix +
- 'clumped',
- quiet=quiet)
- except CalledModuleError:
- grass.fatal(_("abandoned. Removing temporary map, restoring "
- "user mask if needed:"))
- # get a list of unique hole cat's
- grass.mapcalc("$out = if(isnull($inp), null(), $clumped)",
- out=prefix + 'holes', inp=prefix + 'nulls', clumped=prefix + 'clumped')
- tmp_rmaps.append(prefix + 'holes')
- # use new IDs to identify holes
- try:
- grass.run_command('r.to.vect', flags='v',
- input=prefix + 'holes', output=prefix + 'holes',
- type='area', quiet=quiet)
- except:
- grass.fatal(_("abandoned. Removing temporary maps, restoring "
- "user mask if needed:"))
- tmp_vmaps.append(prefix + 'holes')
- # get a list of unique hole cat's
- cats_file_name = grass.tempfile(False)
- grass.run_command(
- 'v.db.select',
- flags='c',
- map=prefix + 'holes',
- columns='cat',
- file=cats_file_name,
- quiet=quiet)
- cat_list = list()
- cats_file = open(cats_file_name)
- for line in cats_file:
- cat_list.append(line.rstrip('\n'))
- cats_file.close()
- os.remove(cats_file_name)
- if len(cat_list) < 1:
- grass.fatal(_("Input map has no holes. Check region settings."))
- # GTC Hole is NULL area in a raster map
- grass.message(_("Processing %d map holes") % len(cat_list))
- first = True
- hole_n = 1
- for cat in cat_list:
- holename = prefix + 'hole_' + cat
- # GTC Hole is a NULL area in a raster map
- grass.message(_("Filling hole %s of %s") % (hole_n, len(cat_list)))
- hole_n = hole_n + 1
- # cut out only CAT hole for processing
- try:
- grass.run_command('v.extract', input=prefix + 'holes',
- output=holename + '_pol',
- cats=cat, quiet=quiet)
- except CalledModuleError:
- grass.fatal(_("abandoned. Removing temporary maps, restoring "
- "user mask if needed:"))
- tmp_vmaps.append(holename + '_pol')
- # zoom to specific hole with a buffer of two cells around the hole to
- # remove rest of data
- try:
- grass.run_command('g.region',
- vector=holename + '_pol', align=input,
- w='w-%d' % (edge * 2 * ew_res),
- e='e+%d' % (edge * 2 * ew_res),
- n='n+%d' % (edge * 2 * ns_res),
- s='s-%d' % (edge * 2 * ns_res),
- quiet=quiet)
- except CalledModuleError:
- grass.fatal(_("abandoned. Removing temporary maps, restoring "
- "user mask if needed:"))
- # remove temporary map to not overfill disk
- try:
- grass.run_command('g.remove', flags='fb', type='vector',
- name=holename + '_pol', quiet=quiet)
- except CalledModuleError:
- grass.fatal(_("abandoned. Removing temporary maps, restoring "
- "user mask if needed:"))
- tmp_vmaps.remove(holename + '_pol')
- # copy only data around hole
- grass.mapcalc("$out = if($inp == $catn, $inp, null())",
- out=holename, inp=prefix + 'holes', catn=cat)
- tmp_rmaps.append(holename)
- # If here loop is split into two, next part of loop can be run in parallel
- # (except final result patching)
- # Downside - on large maps such approach causes large disk usage
- # grow hole border to get it's edge area
- tmp_rmaps.append(holename + '_grown')
- try:
- grass.run_command('r.grow', input=holename, radius=edge + 0.01,
- old=-1, out=holename + '_grown', quiet=quiet)
- except CalledModuleError:
- grass.fatal(_("abandoned. Removing temporary map, restoring "
- "user mask if needed:"))
- # no idea why r.grow old=-1 doesn't replace existing values with NULL
- grass.mapcalc("$out = if($inp == -1, null(), \"$dem\")",
- out=holename + '_edges', inp=holename + '_grown', dem=input)
- tmp_rmaps.append(holename + '_edges')
- # convert to points for interpolation
- tmp_vmaps.append(holename)
- try:
- grass.run_command('r.to.vect',
- input=holename + '_edges', output=holename,
- type='point', flags='z', quiet=quiet)
- except CalledModuleError:
- grass.fatal(_("abandoned. Removing temporary maps, restoring "
- "user mask if needed:"))
- # count number of points to control segmax parameter for interpolation:
- pointsnumber = grass.vector_info_topo(map=holename)['points']
- grass.verbose(_("Interpolating %d points") % pointsnumber)
- if pointsnumber < 2:
- grass.verbose(_("No points to interpolate"))
- failed_list.append(holename)
- continue
- # Avoid v.surf.rst warnings
- if pointsnumber < segmax:
- use_npmin = pointsnumber
- use_segmax = pointsnumber * 2
- else:
- use_npmin = npmin
- use_segmax = segmax
- # launch v.surf.rst
- tmp_rmaps.append(holename + '_dem')
- try:
- grass.run_command('v.surf.rst', quiet=quiet,
- input=holename, elev=holename + '_dem',
- tension=tension, smooth=smooth,
- segmax=use_segmax, npmin=use_npmin)
- except CalledModuleError:
- # GTC Hole is NULL area in a raster map
- grass.fatal(_("Failed to fill hole %s") % cat)
- # v.surf.rst sometimes fails with exit code 0
- # related bug #1813
- if not grass.find_file(holename + '_dem')['file']:
- try:
- tmp_rmaps.remove(holename)
- tmp_rmaps.remove(holename + '_grown')
- tmp_rmaps.remove(holename + '_edges')
- tmp_rmaps.remove(holename + '_dem')
- tmp_vmaps.remove(holename)
- except:
- pass
- grass.warning(
- _("Filling has failed silently. Leaving temporary maps "
- "with prefix <%s> for debugging.") %
- holename)
- failed_list.append(holename)
- continue
- # append hole result to interpolated version later used to patch into original DEM
- if first:
- tmp_rmaps.append(filling)
- grass.run_command('g.region', align=input, raster=holename + '_dem', quiet=quiet)
- grass.mapcalc("$out = if(isnull($inp), null(), $dem)",
- out=filling, inp=holename, dem=holename + '_dem')
- first = False
- else:
- tmp_rmaps.append(filling + '_tmp')
- grass.run_command(
- 'g.region', align=input, raster=(
- filling, holename + '_dem'), quiet=quiet)
- grass.mapcalc(
- "$out = if(isnull($inp), if(isnull($fill), null(), $fill), $dem)",
- out=filling + '_tmp',
- inp=holename,
- dem=holename + '_dem',
- fill=filling)
- try:
- grass.run_command('g.rename',
- raster=(filling + '_tmp', filling),
- overwrite=True, quiet=quiet)
- except CalledModuleError:
- grass.fatal(
- _("abandoned. Removing temporary maps, restoring user "
- "mask if needed:"))
- # this map has been removed. No need for later cleanup.
- tmp_rmaps.remove(filling + '_tmp')
- # remove temporary maps to not overfill disk
- try:
- tmp_rmaps.remove(holename)
- tmp_rmaps.remove(holename + '_grown')
- tmp_rmaps.remove(holename + '_edges')
- tmp_rmaps.remove(holename + '_dem')
- except:
- pass
- try:
- grass.run_command('g.remove', quiet=quiet,
- flags='fb', type='raster',
- name=(holename,
- holename + '_grown',
- holename + '_edges',
- holename + '_dem'))
- except CalledModuleError:
- grass.fatal(_("abandoned. Removing temporary maps, restoring "
- "user mask if needed:"))
- try:
- tmp_vmaps.remove(holename)
- except:
- pass
- try:
- grass.run_command('g.remove', quiet=quiet, flags='fb',
- type='vector', name=holename)
- except CalledModuleError:
- grass.fatal(_("abandoned. Removing temporary maps, restoring user mask if needed:"))
- # check if method is different from rst to use r.resamp.bspline
- if method != 'rst':
- grass.message(_("Using %s bspline interpolation") % method)
- # clone current region
- grass.use_temp_region()
- grass.run_command('g.region', align=input)
- reg = grass.region()
- # launch r.resamp.bspline
- tmp_rmaps.append(prefix + 'filled')
- # If there are no NULL cells, r.resamp.bslpine call
- # will end with an error although for our needs it's fine
- # Only problem - this state must be read from stderr
- new_env = dict(os.environ)
- new_env['LC_ALL'] = 'C'
- if usermask:
- try:
- p = grass.core.start_command(
- 'r.resamp.bspline',
- input=input,
- mask=usermask,
- output=prefix + 'filled',
- method=method,
- ew_step=3 * reg['ewres'],
- ns_step=3 * reg['nsres'],
- lambda_=lambda_,
- memory=memory,
- flags='n',
- stderr=subprocess.PIPE,
- env=new_env)
- stderr = grass.decode(p.communicate()[1])
- if "No NULL cells found" in stderr:
- grass.run_command('g.copy', raster='%s,%sfilled' % (input, prefix), overwrite=True)
- p.returncode = 0
- grass.warning(_("Input map <%s> has no holes. Copying to output without modification.") % (input,))
- except CalledModuleError as e:
- grass.fatal(_("Failure during bspline interpolation. Error message: %s") % stderr)
- else:
- try:
- p = grass.core.start_command(
- 'r.resamp.bspline',
- input=input,
- output=prefix + 'filled',
- method=method,
- ew_step=3 * reg['ewres'],
- ns_step=3 * reg['nsres'],
- lambda_=lambda_,
- memory=memory,
- flags='n',
- stderr=subprocess.PIPE,
- env=new_env)
- stderr = grass.decode(p.communicate()[1])
- if "No NULL cells found" in stderr:
- grass.run_command('g.copy', raster='%s,%sfilled' % (input, prefix), overwrite=True)
- p.returncode = 0
- grass.warning(_("Input map <%s> has no holes. Copying to output without modification.") % (input,))
- except CalledModuleError as e:
- grass.fatal(_("Failure during bspline interpolation. Error message: %s") % stderr)
- # restoring user's mask, if present:
- if usermask:
- grass.message(_("Restoring user mask (MASK)..."))
- try:
- grass.run_command('g.rename', quiet=quiet, raster=(usermask, 'MASK'))
- except CalledModuleError:
- grass.warning(_("Failed to restore user MASK!"))
- usermask = None
- # set region to original extents, align to input
- grass.run_command('g.region', n=reg_org['n'], s=reg_org['s'],
- e=reg_org['e'], w=reg_org['w'], align=input)
- # patch orig and fill map
- grass.message(_("Patching fill data into NULL areas..."))
- # we can use --o here as g.parser already checks on startup
- grass.run_command('r.patch', input=(input, prefix + 'filled'),
- output=output, overwrite=True)
- # restore the real region
- grass.del_temp_region()
- grass.message(_("Filled raster map is: %s") % output)
- # write cmd history:
- grass.raster_history(output)
- if len(failed_list) > 0:
- grass.warning(
- _("Following holes where not filled. Temporary maps with are left "
- "in place to allow examination of unfilled holes"))
- outlist = failed_list[0]
- for hole in failed_list[1:]:
- outlist = ', ' + outlist
- grass.message(outlist)
- grass.message(_("Done."))
- if __name__ == "__main__":
- options, flags = grass.parser()
- atexit.register(cleanup)
- main()
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