[postgis-users] Help with SQL query?
Darrel Maddy
darrel.maddy at newcastle.ac.uk
Fri Nov 27 13:09:29 PST 2015
Dear Regina,
Yes, I should have been clearer. To be honest I did not fully understand what I was trying to do at the outset ☺
The binary raster to point conversion was an afterthought as I had already been extracting data along short transects using a point shape file. For the record arc has a function in the raster calculator which works as a conditional such that
CON(raster, true, false, condition) which in my case was simply CON(FA, 1, 0 “value > 600”). This produces a raster which I then had to convert to points and eliminate the zeros. I’m sure there is a way to do this in QGIS but the current raster calculator does not allow that directly. FYI my rasters have only one band as they are being used to store numerical model matrix outputs so that I can readily visualise them in order to allow me to see structures I would not recognise hidden within the 5 million cell datasets.
Anyhow I will experiment with doing more of this in postgis (it would be great if I could script an end-to-end solution). Once I am happy with the numerical model I will have the model write the data directly into postgis.
I have made some progress this week thanks to your help. Hopefully I am beginning to see how best to use this tool for my intended purpose.
Thanks again
Darrel
From: postgis-users [mailto:postgis-users-bounces at lists.osgeo.org] On Behalf Of Paragon Corporation
Sent: 27 November 2015 20:02
To: 'PostGIS Users Discussion' <postgis-users at lists.osgeo.org>
Subject: Re: [postgis-users] Help with SQL query?
Darrel,
Oh that's what you are trying to do sorry I didn't recognize that whole CASE thing as a binary check operation until you described the purpose.
For the bit operation type stuff it is much faster to define that 0/1 as a geometry (which it looks like you've done, but I don't know if you just have one pixel cell per or what or details of how you do it in ArcGIS. I suspect that logic can be recreated easily in PostGIS with something like below:
If your network raster is just a set of 0s and 1s (is it a 1BB) or you just want to treat 0 as no-date (which is essentially what you case statement was trying to do I think) then you could just convert it to a geometry with these functions
http://postgis.net/docs/manual-2.2/RT_ST_Polygon.html, http://postgis.net/docs/manual-2.2/RT_ST_SetBandNoDataValue.html
and this SQL Statement
CREATE TABLE mymodel.network AS
SELECT rid As gid, ST_Polygon(ST_SetBandNoDataValue(rast,1, 0) ) As geom
FROM mymodel.concentrated ;
Once you have that concentrated as a network channel as a geometry, then you can use ST_Clip and that should be pretty fast and give you the same results.
http://postgis.net/docs/manual-2.2/RT_ST_Clip.html
So your query would look something like
WITH foo AS (
SELECT mymodel.deposition.rid, ST_SummaryStats( ST_Clip(rast, geom) ) As st
FROM mymodel.deposition INNER JOIN mymodel.network ON ( ST_Intersects(rast,geom) )
)
SELECT SUM( (st).sum )
FROM foo;
Hope that helps,
Regina
http://www.postgis.us
http://postgis.net
From: postgis-users [mailto:postgis-users-bounces at lists.osgeo.org] On Behalf Of Darrel Maddy
Sent: Friday, November 27, 2015 12:42 PM
To: PostGIS Users Discussion <postgis-users at lists.osgeo.org<mailto:postgis-users at lists.osgeo.org>>
Subject: Re: [postgis-users] Help with SQL query?
Dear Regina,
Many thanks for this suggestion.
I ran the query in this form and for one raster it takes 3372s (~55 mins). I guess that is what I had anticipated from the single tile exercise I ran with the alternate algorithm.
This still seems a little too long however and so I have started to explore ways to improve upon this by pre-processing some of the data. The cells of interest represent the ‘main channels’ in a drainage network. Although in future this network may change position from one output timestep to another (they are actually 1000l iterations of the model apart) in this particular variant the position of these cells is static. With that in mind I decided to create a binary raster where the 1’s represent the channel cells (I had to do this in arcgis as QGIS does not appear to have a Con function in the raster calculator!) and then exported this as a point layer. I then deleted the points coded zero and saved the shp file in QGIS. I imported the ntwork shp file into postgis (there are about 15500 15 points) and I am now running:
CREATE TABLE mymodel.networkdep AS
SELECT filename, gid, ST_Value(rast, geom) val
FROM mymodel.deposition, mymodel.network
WHERE ST_Intersects(rast, geom)
ORDER BY gid, rid;
I will sum by raster (i.e. filename) using the new table but will settle for just having the relevant data for now. This took 2057s(~35 minutes!) to complete!
If this is the best way to do it I will explore the OGR library and try and hardcode the network point output directly into the model or, more realistically, write a short routine to extract this automatically from the flow accumulation output rasters without recourse to a GIS.
I am learning a lot through this exercise, so thanks once again to all of you who have made suggestions, they are very much appreciated.
Best wishes
Darrel
From: postgis-users [mailto:postgis-users-bounces at lists.osgeo.org] On Behalf Of Paragon Corporation
Sent: 26 November 2015 05:08
To: 'PostGIS Users Discussion' <postgis-users at lists.osgeo.org<mailto:postgis-users at lists.osgeo.org>>
Subject: Re: [postgis-users] Help with SQL query?
That timing seems much slower than I recall.
FWIW expression based mapalgebra as I recall is slower than using the call back function approach. So you could try wrapping your CASE in a call back function.
However I think something else might be going on here and postgres might be repeating work. I forgot under what conditions it decides to reevaluate a function call, I just remember being really surprised by it.
To avoid that, you can try using a CTE, also you don't need that ST_Union call which for larger number of rasters is expensive, and you might even generate a raster that is too big to compute.
I'm also guessing your rasts are all tiled the same, so you really don't need ST_Intersects, just use the same box operator
So try this:
WITH foo AS (
SELECT ST_SummaryStats( ST_MapAlgebra(deposition.rast, concentrated.rast, 'CASE WHEN [rast2] > 0.0 THEN [rast1] ELSE NULL END' ) ) As st
FROM mymodel.deposition INNER JOIN mymodel.concentrated ON ( deposition.rast ~= concentrated.rast )
WHERE deposition.rid=1
)
SELECT SUM( (st).sum )
FROM foo;
Hope that helps,
Regina
http://www.postgis.us
http://postgis.net
From: postgis-users [mailto:postgis-users-bounces at lists.osgeo.org] On Behalf Of Darrel Maddy
Sent: Wednesday, November 25, 2015 5:06 PM
To: PostGIS Users Discussion <postgis-users at lists.osgeo.org<mailto:postgis-users at lists.osgeo.org>>; Brent Wood <pcreso at yahoo.com<mailto:pcreso at yahoo.com>>
Subject: Re: [postgis-users] Help with SQL query?
Dear Brent,
I must confess that my attempts to do this are so far proving very unsuccessful
If I run the following query:
SELECT (ST_SummaryStats(ST_Union(rast))).sum AS sum
FROM (SELECT ST_MapAlgebra(deposition.rast, concentrated.rast, 'CASE WHEN [rast2] > 0.0 THEN [rast1] ELSE NULL END' ) As rast
FROM mymodel.deposition, mymodel.concentrated
WHERE ST_Intersects(deposition.rast, concentrated.rast) AND deposition.rid=1 ) foo ;
It takes around 30 seconds to complete as I assume it is only looking at one tile(they are 256x256 pixels) i.e. rid 1. It is not easy to check the sum – for that I need one complete raster.
For the record this was marginally faster than
SELECT (ST_SummaryStats(ST_Union(rast))).sum AS sum
FROM (SELECT ST_MapAlgebra(deposition.rast, concentrated.rast, 'CASE WHEN [rast2] > 0.0 THEN [rast1] ELSE NULL END' ) As rast
FROM mymodel.deposition, mymodel.concentrated
WHERE mymodel.deposition.filename='10_depo.tif' AND ST_UpperleftX(mymodel.deposition.rast) = ST_UpperleftX(mymodel.concentrated.rast) AND
ST_UpperleftY(mymodel.deposition.rast) = ST_UpperleftY(mymodel.deposition.rast) ) foo ;
Even after I built indexes for the clauses after the WHERE.
Now there are 144 tiles in each of the rasters I want to perform this operation on. Logic would therefore suggest this should take ~4500s
However when I perform the following query
SELECT (ST_SummaryStats(ST_Union(rast))).sum AS sum
FROM (SELECT ST_MapAlgebra(deposition.rast, concentrated.rast, 'CASE WHEN [rast2] > 0.0 THEN [rast1] ELSE NULL END' ) As rast
FROM mymodel.deposition, mymodel.concentrated
WHERE ST_Intersects(deposition.rast, concentrated.rast) AND deposition.filename='10_depo.tif' ) foo ;
The query is still running after 18000s! I must therefore assume I have done something wrong but as you may have guessed the answer eludes me.
Any further suggestions would be welcome but I will continue to try and find a solution as I have 135 rasters to perform this operations on now and potentially many thousands more in the future.
Darrel
.
I
From: postgis-users [mailto:postgis-users-bounces at lists.osgeo.org] On Behalf Of Darrel Maddy
Sent: 24 November 2015 19:52
To: Brent Wood <pcreso at yahoo.com<mailto:pcreso at yahoo.com>>; postgis-users at lists.osgeo.org<mailto:postgis-users at lists.osgeo.org>
Subject: Re: [postgis-users] Help with SQL query?
Dear Brent,
Many thanks. The data are tiled (256x256) hence the large number of rows from the original 135 tifs. I did not build any indexes however, so I will do some reading and see how best to approach that (the threads you listed look useful so thanks for that).
I will run some additional mini queries limited to just one comparison and check using QGIS as you suggest – I probably should have done that first!
My workstation has 64GB Ram and I would be surprised if it was significantly caching to disk. I also have a hexacore intel extreme processor so I would not expect this to be hardware limited. I must confess I expected it to finish within a couple of hours.
Anyhow very many thanks. I will continue to explore and report back hopefully with positive news.
Darrel
From: Brent Wood [mailto:pcreso at yahoo.com]
Sent: 24 November, 2015 7:36 PM
To: Darrel Maddy <darrel.maddy at newcastle.ac.uk<mailto:darrel.maddy at newcastle.ac.uk>>; postgis-users at lists.osgeo.org<mailto:postgis-users at lists.osgeo.org>
Subject: Re: [postgis-users] Help with SQL query?
Indexing can improve performance by 100s of x, without them things can be slow. Also, did you tile the images when you imported them? If not, then each iteration is working through all the pixels in the image, rather than a small subset. Essentially with tiles, you have a deep (long) table rather than a wide one. RDBMSs work better with lots of small records than a few wide ones, especially when indexes are used.
This might help:
http://gis.stackexchange.com/questions/43053/how-to-speed-up-queries-for-raster-databases
and see the raster tutorial they mention for the SRTM data, as to how that is loaded into Postgis:
https://trac.osgeo.org/postgis/wiki/WKTRasterTutorial01
To test the logic (the syntax is correct or it wouldn't be working) you could add to the "where" clause an extra filter so that only a small subset of the entire dataset is included (like just one QGIS operation) then compare this with the QGIS result.
That would be much faster that testing on the entire dataset. Once you know it is correct for the test case(s), then you can run it on the complete set.
Note that some queries can build up large in-memory objects, so make sure your system is not swapping to disk, as that will also slow things down (hugely).
Cheers
Brent
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