From eb14bd8e71dd01ec4e786d12f017f0630e93971d Mon Sep 17 00:00:00 2001 From: Andrea Aime Date: Tue, 26 Sep 2023 12:47:20 +0200 Subject: [PATCH] Updating flatgeobuf section --- .../2023-09-25-geoserver-2-24-RC-released.md | 29 +++++++++++++++--- img/posts/2.24/flatgeobuf.png | Bin 0 -> 75109 bytes 2 files changed, 24 insertions(+), 5 deletions(-) create mode 100644 img/posts/2.24/flatgeobuf.png diff --git a/_posts/2023-09-25-geoserver-2-24-RC-released.md b/_posts/2023-09-25-geoserver-2-24-RC-released.md index 7085ac980..a0b95f4f3 100644 --- a/_posts/2023-09-25-geoserver-2-24-RC-released.md +++ b/_posts/2023-09-25-geoserver-2-24-RC-released.md @@ -177,18 +177,37 @@ Gabriel Roldan is the contact point for anyone interested in this work. * [GSIP 217 - GeoServer ACL project](https://github.com/geoserver/geoserver/wiki/GSIP-217) -#### The vector mosaic and FlatGeoBuf modules sport significant performance improvements +### The vector mosaic and FlatGeoBuf modules sport significant performance improvements + +[FlatGeoBuf](https://flatgeobuf.org/) is a "A performant binary encoding for geographic data", a single file +format that also manages to be cloud native and include a spatial index. GeoServer provides access to +this format thought the [WFS FlatGeobuf output format](https://docs.geoserver.org/stable/en/user/community/flatgeobuf/index.html), +which not only can write the format, but also read it as a standard data store. + +The [Vector Mosaic datastore](https://docs.geoserver.org/main/en/user/community/vector-mosaic/index.html) supports +creation of mosaics made of single file vector data, useful in situations where the access to data is +targeted to sub-pages of a larger data set (e.g., data for a single time, or a single customer, or a single data collect, +out of a very large uniform set of vectors) and the database storage for it is become either too slow, or too expensive. These two modules make a great combo for those in need to handle very large vector datasets, by storing -the FlatGeoBuf on cheap storage, as long as data access patterns are well known and the typical access -tends to access a "page" of data (e.g., data for a single time, or a single customer, or a single data collect, -out of a very large uniform set of vectors). +the [FlatGeoBuf](https://flatgeobuf.org/) on cheap storage. In particular, the FlatGeoBuf module saw speed improvements that made it the new "fastest vector format" for cases where one needs to display a large data set, all at once, on screen (PostGIS remains the king of the hill for anything that needs sophisticated filtering instead). -For more information check out [WFS FlatGeobuf output format](https://docs.geoserver.org/stable/en/user/community/flatgeobuf/index.html) in the user guide. +For reference, we have timed rendering 4 million tiny polygons out of a precision farming collect, using a 7 classes +quantile based SLDs. Here is a tiny excerpt of the map: + +![Small sample out of 4 million polygons](/img/posts/2.24/flatgeobuf.png) + +And here are the timings to render the full set of polygons, putting them all on screen, at the same time, with a single GetMap request: + +* PostGIS, 113 seconds +* Shapefile, 41 seconds +* Flatgeobuf, 36 seconds + +The tuning is not complete, more optimizations are possible. Interested? Andrea Aime is the contact point for this work. ## Release notes diff --git a/img/posts/2.24/flatgeobuf.png b/img/posts/2.24/flatgeobuf.png new file mode 100644 index 0000000000000000000000000000000000000000..062071f74b8040e810823145a17d80ad61932dc6 GIT binary patch literal 75109 zcmV*PKw!U#P)}6M9Q)x zOOEX*5^X3-;vk6=8-WBQ`4QNF0|$r`Aa-O+Fk%@Hl0XT9$O>)QmK<54B9ay@PA0pX zJ&&*7oyRlpxrY4M`^@LwcVDwfc%jj_Z=bzuSJkdnYx>qIy7kMygztn11Q;{AV0ls| zoC(7$#e^RH$2GGw7Yg(py>Rm7#hXVh+DuhM>WTaysz3N?7yx-}SzZpnfJ{y*=Q`&q zXF6v}a-B1kv*9barB%)bkB*25&27aj#VyS(#VyS&)jtUG*c!i)$N(^A)M3ta)lF7w z9l=%2ivuUAdP&tu0ynXQoa(VL1j2E9l{N0@#uk*T`Lf*;o0IPjCejcZ;UcuCET=Dc*!^MbUYFm?Bvi^fnl_PVj#OZ?*1 zQ_ueMKlT6IsW;8aw{77JFW!HB?>~F)zc#vTP%rZI``4mRZ7N^q79-0TVYH$=6-Ke~ z*0`e@H(FEcM@yzMu5unXeU+8>&wQUbLjs0%oCYe3#NiX*L zu}cI!=+*XObFaBrb&{GN1zr-kao{F3FRnUC;KsI9ayugvxbf}PBTJ~MK8LAWuzD}? zy0KTa)7Lsrys+Vn-}7Jo&|e?2mRzo|B#&3Ou`4*hhc}VY4m2ZWL)ix0@LEnx$(~KF z;`Zph#ooBs1Tt`or8ysemWg8HSIp9EAOSuE*F8jc 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