WPS: Difference between revisions

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The script content could be looking like this:
The script content could be looking like this:


  # register GeoTIFF file in GRASS database
<source lang="bash">
  # ("feels" like a GRASS map but is only a GDAL link):
# register GeoTIFF file in GRASS database:
  r.external terra_lst1km20030314.LST_Day_1km.rst.tif out=modis_celsius
r.external terra_lst1km20030314.LST_Day.tif out=modis_celsius
 
  # define output directory for GRASS calculation results:
# define output directory for files resulting from GRASS calculation:
  r.external.out /srv/gisoutput/
r.external.out directory=$HOME/gisoutput/ format="GTiff"
 
  # do something (here: extract pixels > 20°C), write output directly as GeoTIFF.
# perform GRASS calculation (here: extract pixels > 20 deg C)
  # here no internal GRASS raster map is created at all but the GeoTIFF right away:
# write output directly as GeoTIFF:
  r.mapcalc "warm.tif = if(modis_celsius > 20, modis_celsius, null() )"
r.mapcalc "warm.tif = if(modis_celsius > 20.0, modis_celsius, null() )"
 
  # use the result elsewhere
# cease GDAL output connection and turn back to write GRASS raster files:
  qgis /srv/gisoutput/warm.tif
r.external.out -r
 
# use the result elsewhere
qgis $HOME/gisoutput/warm.tif
</source>


== References ==
== References ==

Revision as of 04:27, 29 May 2014

GRASS based OGC Web Processing Service (WPS) standard implementations

The OGC Web Processing Service (WPS) Web Processing Service interface standard provides rules for standardizing how inputs and outputs (requests and responses) for invoking geospatial processing services as a web service. GRASS GIS can be used as backend in several WPS service frameworks.

Linking to WPS server

A framework has been developed to make the integration of GRASS GIS 7 in WPS server as easy as possible. The framework is called wps-grass-bridge and is available here:

This framework support currently PyWPS, ZOO WPS and is used by 52North WPS server. Many GRASS GIS 7 modules can be attached out of the box.

There are currently several other WPS implementations which use GRASS as GIS backbone:

Inside GRASS 7

In GRASS7, the WPS process description can be automatically generated with the option '--wps-process-description'. See announcement.

Example:

r.grow --wps-process-description
<?xml version="1.0" encoding="UTF-8"?>
<wps:ProcessDescriptions xmlns:wps="http://www.opengis.net/wps/1.0.0"
xmlns:ows="http://www.opengis.net/ows/1.1"
xmlns:xlink="http://www.w3.org/1999/xlink"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://www.opengis.net/wps/1.0.0
 http://schemas.opengis.net/wps/1.0.0/wpsDescribeProcess_response.xsd"
 service="WPS" version="1.0.0" xml:lang="en-US">
        <ProcessDescription wps:processVersion="1" storeSupported="true" statusSupported="true">
                <ows:Identifier>r.grow</ows:Identifier>
                <ows:Title>Generates a raster map layer with contiguous areas grown by one cell.</ows:Title>
                <ows:Abstract>The manual page of this module is available here: http://grass.osgeo.org/grass70/manuals/html70_user/r.grow.html</ows:Abstract>
                <ows:Metadata xlink:title="raster" />
                <DataInputs>
                        <Input minOccurs="1" maxOccurs="1">
                                <ows:Identifier>input</ows:Identifier>
                                <ows:Title>Name of input raster map</ows:Title>
                                <ComplexData maximumMegabytes="2048">
                                        <Default>
                                                <Format>
                                                        <MimeType>image/tiff</MimeType>
                                                </Format>
                                        </Default>
                                        <Supported>
                                                <Format>
                                                        <MimeType>image/tiff</MimeType>
                                                </Format>
                                                <Format>
                                                        <MimeType>image/geotiff</MimeType>
                                                </Format>
                                                <Format>
                                                        <MimeType>application/geotiff</MimeType>
                                                </Format>
                                                <Format>
                                                        <MimeType>application/x-geotiff</MimeType>
                                                </Format>
                                                <Format>
                                                        <MimeType>image/png</MimeType>
                                                </Format>
                                                <Format>
                                                        <MimeType>image/gif</MimeType>
                                                </Format>
                                                <Format>
                                                        <MimeType>image/jpeg</MimeType>
                                                </Format>
                                                <Format>
                                                        <MimeType>application/x-erdas-hfa</MimeType>
                                                </Format>
                                                <Format>
                                                        <MimeType>application/netcdf</MimeType>
                                                </Format>
                                                <Format>
                                                        <MimeType>application/x-netcdf</MimeType>
                                                </Format>
                                        </Supported>
                                </ComplexData>
                        </Input>
                        <Input minOccurs="0" maxOccurs="1">
                                <ows:Identifier>radius</ows:Identifier>
                                <ows:Title>Radius of buffer in raster cells</ows:Title>
                                <LiteralData>
                                        <ows:DataType ows:reference="xs:float">float</ows:DataType>
                                        <ows:AnyValue/>
                                        <DefaultValue>1.01</DefaultValue>
                                </LiteralData>
                        </Input>
                        <Input minOccurs="0" maxOccurs="1">
                                <ows:Identifier>metric</ows:Identifier>
                                <ows:Title>Metric</ows:Title>
                                <LiteralData>
                                        <ows:DataType ows:reference="xs:string">string</ows:DataType>
                                        <ows:AllowedValues>
                                                <ows:Value>euclidean</ows:Value>
                                                <ows:Value>maximum</ows:Value>
                                                <ows:Value>manhattan</ows:Value>
                                        </ows:AllowedValues>
                                        <DefaultValue>euclidean</DefaultValue>
                                </LiteralData>
                        </Input>
                        <Input minOccurs="0" maxOccurs="1">
                                <ows:Identifier>old</ows:Identifier>
                                <ows:Title>Value to write for input cells which are non-NULL (-1 =&gt; NULL)</ows:Title>
                                <LiteralData>
                                        <ows:DataType ows:reference="xs:integer">integer</ows:DataType>
                                        <ows:AnyValue/>
                                </LiteralData>
                        </Input>
                        <Input minOccurs="0" maxOccurs="1">
                                <ows:Identifier>new</ows:Identifier>
                                <ows:Title>Value to write for "grown" cells</ows:Title>
                                <LiteralData>
                                        <ows:DataType ows:reference="xs:integer">integer</ows:DataType>
                                        <ows:AnyValue/>
                                </LiteralData>
                        </Input>
                        <Input minOccurs="0" maxOccurs="1">
                                <ows:Identifier>-m</ows:Identifier>
                                <ows:Title>radius is in map units rather than cells</ows:Title>
                                <LiteralData>
                                        <ows:DataType ows:reference="xs:boolean">boolean</ows:DataType>
                                        <ows:AllowedValues>
                                                <ows:Value>true</ows:Value>
                                                <ows:Value>false</ows:Value>
                                        </ows:AllowedValues>
                                        <DefaultValue>false</DefaultValue>
                                </LiteralData>
                        </Input>
                        <Input minOccurs="0" maxOccurs="1">
                                <ows:Identifier>grass_resolution_ns</ows:Identifier>
                                <ows:Title>Resolution of the mapset in north-south direction in meters or degrees</ows:Title>
                                <ows:Abstract>This parameter defines the north-south resolution of the mapset in meter or degrees, which should be used to process the input and output raster data. To enable this setting, you need to specify north-south and east-west resolution.</ows:Abstract>
                                <LiteralData>
                                        <ows:DataType ows:reference="xs:float">float</ows:DataType>
                                        <UOMs>
                                                <Default>
                                                        <ows:UOM>meters</ows:UOM>
                                                </Default>
                                                <Supported>
                                                        <ows:UOM>meters</ows:UOM>
                                                        <ows:UOM>degrees</ows:UOM>
                                                </Supported>
                                        </UOMs>
                                        <ows:AnyValue/>
                                        <DefaultValue>25</DefaultValue>
                                </LiteralData>
                        </Input>
                        <Input minOccurs="0" maxOccurs="1">
                                <ows:Identifier>grass_resolution_ew</ows:Identifier>
                                <ows:Title>Resolution of the mapset in east-west direction in meters or degrees</ows:Title>
                                <ows:Abstract>This parameter defines the east-west resolution of the mapset in meters or degrees, which should be used to process the input and output raster data.  To enable this setting, you need to specify north-south and east-west resolution.</ows:Abstract>
                                <LiteralData>
                                        <ows:DataType ows:reference="xs:float">float</ows:DataType>
                                        <UOMs>
                                                <Default>
                                                        <ows:UOM>meters</ows:UOM>
                                                </Default>
                                                <Supported>
                                                        <ows:UOM>meters</ows:UOM>
                                                        <ows:UOM>degrees</ows:UOM>
                                                </Supported>
                                        </UOMs>
                                        <ows:AnyValue/>
                                        <DefaultValue>25</DefaultValue>
                                </LiteralData>
                        </Input>
                        <Input minOccurs="0" maxOccurs="1">
                                <ows:Identifier>grass_band_number</ows:Identifier>
                                <ows:Title>Band to select for processing (default is all bands)</ows:Title>
                                <ows:Abstract>This parameter defines band number of the input raster files which should be processed. As default all bands are processed and used as single and multiple inputs for raster modules.</ows:Abstract>
                                <LiteralData>
                                        <ows:DataType ows:reference="xs:integer">integer</ows:DataType>
                                        <ows:AnyValue/>
                                </LiteralData>
                        </Input>
                </DataInputs>
                <ProcessOutputs>
                        <Output>
                                <ows:Identifier>output</ows:Identifier>
                                <ows:Title>Name for output raster map</ows:Title>
                                <ComplexOutput>
                                        <Default>
                                                <Format>
                                                        <MimeType>image/tiff</MimeType>
                                                </Format>
                                        </Default>
                                        <Supported>
                                                <Format>
                                                        <MimeType>image/tiff</MimeType>
                                                </Format>
                                                <Format>
                                                        <MimeType>image/geotiff</MimeType>
                                                </Format>
                                                <Format>
                                                        <MimeType>application/geotiff</MimeType>
                                                </Format>
                                                <Format>
                                                        <MimeType>application/x-geotiff</MimeType>
                                                </Format>
                                                <Format>
                                                        <MimeType>application/x-erdas-hfa</MimeType>
                                                </Format>
                                                <Format>
                                                        <MimeType>application/netcdf</MimeType>
                                                </Format>
                                                <Format>
                                                        <MimeType>application/x-netcdf</MimeType>
                                                </Format>
                                        </Supported>
                                </ComplexOutput>
                        </Output>
                </ProcessOutputs>
        </ProcessDescription>
</wps:ProcessDescriptions>

WPS workflow idea

External raster maps can directly be linked into GRASS with r.external which saves time and disk space. Additionally, there is no more need to store results in the internal GRASS format - with r.external.out the resulting maps are directly written to a GDAL supported format.

Preparations

GRASS can be used in an automated way by just defining a set of variables. See here for GRASS and Shell settings and GRASS and Python.

Data flow example

The script content could be looking like this:

# register GeoTIFF file in GRASS database:
r.external terra_lst1km20030314.LST_Day.tif out=modis_celsius

# define output directory for files resulting from GRASS calculation:
r.external.out directory=$HOME/gisoutput/ format="GTiff"

# perform GRASS calculation (here: extract pixels > 20 deg C)
# write output directly as GeoTIFF:
r.mapcalc "warm.tif = if(modis_celsius > 20.0, modis_celsius, null() )"

# cease GDAL output connection and turn back to write GRASS raster files:
r.external.out -r

# use the result elsewhere
qgis $HOME/gisoutput/warm.tif

References

Videos:

Historical note: GRASSLinks as a precursor to WPS

  • GRASSLinks was originally developed from 1994-98 by Dr. Susan Huse at the Research Program in Environmental Planning and GIS (REGIS), at the University of California, Berkeley. This is claimed to be the first fully funcional online GIS package offering public domain access to environmental and geographical data.
  • OSU IPPC GRASSLinks 3.5beta: A web interface for GRASS GIS version 5.x