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LayoutTileSource.requireGridAligned is failing with GDALRasterSource #3292
When I try to create a RasterSourceRDD from the GeoTIFF provided below with the GDALRasterSource driver, this requirement is not respected and this causes an Executor error .
0/09/09 15:45:24 ERROR Executor: Exception in task 0.0 in stage 1.0 (TID 1)
java.lang.IllegalArgumentException: requirement failed: x-aligned: offset by CellSize(0.3,0.3) 0.22367999985969317
at scala.Predef$.require(Predef.scala:281)
at geotrellis.layer.LayoutTileSource$.geotrellis$layer$LayoutTileSource$$requireGridAligned(LayoutTileSource.scala:216)
I have been encountering this error inconsistently depending on the input image as well. I was able to find the definition of the requireGridAligned method. There is a TODO comment that confused me a bit. It says that the following code is ignored at the moment, but it is not. Should the comment read it is not ignored at the moment? There is also a mention of making the require condition softer.
LayoutTileSourceScala
/** * TODO: This is ignored at the moment to make it soft and to make GDAL work, * we need to reconsider these things to be softer (?)*/
require(a.extent.xmin === resultX +- epsX,
s"x-aligned: offset by ${a.cellSize}${offset(a.extent.xmin, resultX, a.cellwidth)}")
require(a.extent.ymin === resultY +- epsY,
s"y-aligned: offset by ${a.cellSize}${offset(a.extent.ymin, resultY, a.cellheight)}")
Are there any related issues around the topic and decision of the condition given? On my end, I am capable of reading the images with GDAL without using geotrellis even when the require condition does not pass within Geotrellis. I would expect to be able to ingest the geotiff with Geotrellis if GDAL is capable.
A little background on the use case. I am ingesting geotiff and creating Tiles for different zoom levels. I am trying to define potential workarounds. Some options I have considered but am not completely sure that they would actually change anything:
Redefine the layout scheme used to indirectly meet the requireGridAligned condition
Pass an overview strategy different from the generic default one to the RasterSourceRDD
Modify the requireGridAligned method.
I will be working on sorting out the data of images that meet the requireGridAligned from those that do not.
Here is a snippet of the code for slicing an image into Tiles:
defrun(layerName: String)(implicitsc: SparkContext): (Int, Int) = {
// TODO In a future version, base Zoom level should be computed based on pixel size.// This is not required to go in productionvalbaseZoomLevel:Int=21valpath=s"s3://${Configurations.S3.bucket}/$geoimageryFileName"valsource:GDALRasterSource=GDALRasterSource(path)
// validation happens regardless
validateCrs(source, path)
valfloatingLayoutScheme:FloatingLayoutScheme=FloatingLayoutScheme(
Configurations.Geotrellis.tileWidth
)
valnumberOfBands:Int= source.bandCount
vallayout:LayoutDefinition=
floatingLayoutScheme.levelFor(source.extent, source.cellSize).layout
valrasterSourceRDD=RasterSourceRDD.spatial(source, layout)
vals3AttributeStore:S3AttributeStore= utils.ConfiguredS3AttributeStore.originalTileset()
vals3LayerWriter=newS3LayerWriter(
s3AttributeStore,
Configurations.S3.bucket,
Configurations.Geotrellis.originalTilesetCatalog
)
vallayerId=LayerId(layerName, baseZoomLevel)
s3LayerWriter.write(layerId, rasterSourceRDD, ZCurveKeyIndexMethod) // TODO: call to requireGridAligned happens here
(numberOfBands, baseZoomLevel)
}
Would love to get your insights on a potential resolution!
Hey @zacharyDez, that is a comment that reminds us (me in particular) that there are some differences in math between GeoTiffRasterSource and GDALRasterSource operations (reprojection and resample).
The issue here is a bit wider than it is written in a comment. Just relaxing this required condition may make the code pass but it still may fail somewhere else.
Just to clarify: to write a layer you'd need to tileToLayout (which is resampleToGrid) an RDD of RasterSources. That's where this issue happens.
I don't have any insights on a potential solution, this can be not a trivial issue.
@pomadchin, we are creating a specific Layout for a given GDALRasterSource.
I'm a bit surprised that the resampleToGrid returns too big offset as they should be perfectly aligned. Shouldn't be a GeoTiffRasterSourceGDALRasterSource be perfectly aligned with a Layout that is based on it?
@jdenisgiguere I'm sorry, I don't have any guessses right now, it should be but there are definitely some differences with how the GeoTiffRasterSource behaves. That can be related to some heuristics that are used by GDAL, to math differences or to some a bit incorrect parameters passed into the underlying GDALWarp.
Activity
zacdezgeo commentedon May 13, 2021
Hi @pomadchin,
I have been encountering this error inconsistently depending on the input image as well. I was able to find the definition of the requireGridAligned method. There is a TODO comment that confused me a bit. It says that the following code is ignored at the moment, but it is not. Should the comment read it is not ignored at the moment? There is also a mention of making the require condition softer.
LayoutTileSourceScalaAre there any related issues around the topic and decision of the condition given? On my end, I am capable of reading the images with GDAL without using geotrellis even when the require condition does not pass within Geotrellis. I would expect to be able to ingest the geotiff with Geotrellis if GDAL is capable.
A little background on the use case. I am ingesting geotiff and creating Tiles for different zoom levels. I am trying to define potential workarounds. Some options I have considered but am not completely sure that they would actually change anything:
I will be working on sorting out the data of images that meet the requireGridAligned from those that do not.
Here is a snippet of the code for slicing an image into Tiles:
Would love to get your insights on a potential resolution!
pomadchin commentedon May 13, 2021
Hey @zacharyDez, that is a comment that reminds us (me in particular) that there are some differences in math between
GeoTiffRasterSourceandGDALRasterSourceoperations (reprojectionandresample).The issue here is a bit wider than it is written in a comment. Just relaxing this required condition may make the code pass but it still may fail somewhere else.
Just to clarify: to write a layer you'd need to
tileToLayout(which isresampleToGrid) an RDD ofRasterSources. That's where this issue happens.I don't have any insights on a potential solution, this can be not a trivial issue.
jdenisgiguere commentedon May 13, 2021
@pomadchin, we are creating a specific
Layoutfor a givenGDALRasterSource.I'm a bit surprised that the
resampleToGridreturns too big offset as they should be perfectly aligned. Shouldn't be aGeoTiffRasterSourceGDALRasterSourcebe perfectly aligned with aLayoutthat is based on it?pomadchin commentedon May 13, 2021
@jdenisgiguere
GeoTiffRasterSourceshould work fine, or what is your question?pomadchin commentedon May 13, 2021
@jdenisgiguere I'm sorry, I don't have any guessses right now, it should be but there are definitely some differences with how the GeoTiffRasterSource behaves. That can be related to some heuristics that are used by GDAL, to math differences or to some a bit incorrect parameters passed into the underlying GDALWarp.