Skip to content

Latest commit

 

History

History
198 lines (134 loc) · 5.71 KB

README.md

File metadata and controls

198 lines (134 loc) · 5.71 KB

GeoParquet

Build statusNuget

.NET 8 Reader/Writer library for GeoParquet files.

https://geoparquet.org/

Specification: https://github.com/opengeospatial/geoparquet/blob/main/format-specs/geoparquet.md

Schema: https://github.com/opengeospatial/geoparquet/blob/main/format-specs/schema.json

Blog: https://bertt.wordpress.com/2022/12/20/geoparquet-geospatial-vector-data-using-apache-parquet/

NuGet: https://www.nuget.org/packages/bertt.geoparquet/

Sample GeoParquet JSON metadata:

{
   "version":"1.0.0",
   "primary_column":"geometry",
   "columns":{
      "geometry":{
         "encoding":"WKB",
         "geometry_types":[
            "MultiPolygon"
         ],
         "bbox":[
            3.358378252510583,
            50.750367484598314,
            7.227498450845831,
            53.55501451790761
         ]
      }
   }
}

Architecture

In this package there are functions for handling Geometadata:

1] Reading

For reading GeoParquet files there is a ParquetFileReader extension method GetGeoMetadata() to obtain the Geo metadata

2] Writing

For writing GeoParquet files there is GeoMetadata.GetGeoMetadata(GeoColumn geoColumn) static function to get the geo metadata dictionary. This dictionary can be passed to the ParquetFileWriter constructor.

See sample code below for reading/writing samples.

geoparquet-tools

In development: geoparquet-tools, a command line tool for inspecting GeoParquet files.

See releases for first version, build for Linux, Mac, Windows

Install

$ wget https://github.com/bertt/geoparquet/releases/download/0.1/geoparquet-tools-linux-x64.tar.gz
$ tar -xf geoparquet-tools-linux-x64.tar.gz
$ ./geoparquet-tools

Options:

-i <file> : inspect GeoParquet file
-h : help

Sample code

In these samples NetTopologySuite (https://github.com/NetTopologySuite/NetTopologySuite) is used for handling geometries, but any library that can handle WKB geometries can be used.

Reading

Use extension method 'parquetReader.GetGeoMetadata()':

var file = "testfixtures/gemeenten2016_1.0.parquet";
var file1 = new ParquetFileReader(file);

var geoParquet = file1.GetGeoMetadata();
Assert.That(geoParquet.Version == "1.0.0");

var rowGroupReader = file1.RowGroup(0);
var gemName = rowGroupReader.Column(33).LogicalReader<String>().First();
Assert.IsTrue(gemName == "Appingedam");

var geometryWkb = rowGroupReader.Column(17).LogicalReader<byte[]>().First();
var wkbReader = new WKBReader();
var multiPolygon = (MultiPolygon)wkbReader.Read(geometryWkb);
Assert.That(multiPolygon.Coordinates.Count() == 165);
var firstCoordinate = multiPolygon.Coordinates.First();
Assert.That(firstCoordinate.CoordinateValue.X == 6.8319922331647964);
Assert.That(firstCoordinate.CoordinateValue.Y == 53.327288101088072);

Sample reading GeoParquet file with GeoArrow encoding:

var geomColumnId = GetColumnId(rowGroupReader, "xy");
Assert.That(geoParquet.Columns.First().Value.Encoding == "geoarrow.multipolygon");

if (geomColumnId != null)
{
    var geometryArrow = rowGroupReader.Column((int)geomColumnId).LogicalReader<Double?[][][][]>().First();
    Assert.That(geometryArrow.Length == 1);
    Assert.That(geometryArrow[0].Length == 1);
    Assert.That(geometryArrow[0][0].Length == 165); //165 vertices
    Assert.That(geometryArrow[0][0][0].Length == 2); //2 points
    Assert.That(geometryArrow[0][0][0][0] == 6.8319922331647964); // longitude first vertice
    Assert.That(geometryArrow[0][0][0][1] == 53.327288101088072); // latitude first vertice
}

Writing

Use GeoMetadata.GetGeoMetadata to construct the ParquetFileWriter, store the geometries as WKB.

Result Parquet file can be visualized in QGIS:

image

var columns = new Column[]
{
    new Column<string>("city"),
    new Column<byte[]>("geometry")
};

var bbox = new double[] {  3.3583782525105832,
            50.750367484598314,
            7.2274984508458306,
            53.555014517907608};

var geoColumn = new GeoColumn();
geoColumn.Bbox = bbox;
geoColumn.Encoding = "WKB";
geoColumn.Geometry_types.Add("Point");
var geometadata = GeoMetadata.GetGeoMetadata(geoColumn);

var parquetFileWriter = new ParquetFileWriter(@"writing_sample.parquet", columns, keyValueMetadata: geometadata);
var rowGroup = parquetFileWriter.AppendRowGroup();

var nameWriter = rowGroup.NextColumn().LogicalWriter<String>();
nameWriter.WriteBatch(new string[] { "London", "Derby" });
        
var geom0 = new Point(5, 51);
var geom1 = new Point(5.5, 51);

var wkbWriter = new WKBWriter();
var wkbBytes = new byte[][] { wkbWriter.Write(geom0), wkbWriter.Write(geom1) };

var geometryWriter = rowGroup.NextColumn().LogicalWriter<byte[]>();
geometryWriter.WriteBatch(wkbBytes);
parquetFileWriter.Close();

Dependencies

Roadmap

  • Add support for multiple geometry columns;

  • add writing Apache Arrow encoding for geometries;

  • add support for crs;

  • add (spatial) filters.

History

2023-11-26: version 1.0.1 - target .net 6 and 8

2023-11-16: version 1.0 - using schema v1.0.0, ParquetSharp to 13 - to .NET 8

2023-07-13: version 0.5 - using schema v1.0.0-beta.1, ParquetSharp to 12.0.1

2023-01-01: version 0.4 - using ParquetSharp 10.0.1-beta1 instead of Parquet.Net 4

2022-12-30: version 0.3.1 - make geometry column name optional in SetGeoMetadata

2022-12-30: version 0.3 - add extension method to write geo metadata

2022-12-27: version 0.2 - add extension method to read geo metadata

2022-12-23: version 0.1 - implementing reader