-
Notifications
You must be signed in to change notification settings - Fork 439
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
PARQUET-2471: Add GEOMETRY and GEOGRAPHY logical types (#240)
Co-authored-by: Dewey Dunnington <[email protected]> Co-authored-by: Jia Yu <[email protected]>
- Loading branch information
1 parent
d601ed3
commit 94b9d63
Showing
3 changed files
with
276 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,164 @@ | ||
<!-- | ||
- Licensed to the Apache Software Foundation (ASF) under one | ||
- or more contributor license agreements. See the NOTICE file | ||
- distributed with this work for additional information | ||
- regarding copyright ownership. The ASF licenses this file | ||
- to you under the Apache License, Version 2.0 (the | ||
- "License"); you may not use this file except in compliance | ||
- with the License. You may obtain a copy of the License at | ||
- | ||
- http://www.apache.org/licenses/LICENSE-2.0 | ||
- | ||
- Unless required by applicable law or agreed to in writing, | ||
- software distributed under the License is distributed on an | ||
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
- KIND, either express or implied. See the License for the | ||
- specific language governing permissions and limitations | ||
- under the License. | ||
--> | ||
|
||
Geospatial Definitions | ||
==== | ||
|
||
This document contains the specification of geospatial types and statistics. | ||
|
||
# Background | ||
|
||
The Geometry and Geography class hierarchy and its Well-Known Text (WKT) and | ||
Well-Known Binary (WKB) serializations (ISO variant supporting XY, XYZ, XYM, | ||
XYZM) are defined by [OpenGIS Implementation Specification for Geographic | ||
information - Simple feature access - Part 1: Common architecture][sfa-part1], | ||
from [OGC(Open Geospatial Consortium)][ogc]. | ||
|
||
The version of the OGC standard first used here is 1.2.1, but future versions | ||
may also be used if the WKB representation remains wire-compatible. | ||
|
||
[sfa-part1]: https://portal.ogc.org/files/?artifact_id=25355 | ||
[ogc]: https://www.ogc.org/standard/sfa/ | ||
|
||
## Coordinate Reference System | ||
|
||
Coordinate Reference System (CRS) is a mapping of how coordinates refer to | ||
locations on Earth. | ||
|
||
The default CRS `OGC:CRS84` means that the geospatial features must be stored | ||
in the order of longitude/latitude based on the WGS84 datum. | ||
|
||
Custom CRS can be specified by a string value. It is recommended to use an | ||
identifier-based approach like [Spatial reference identifier][srid]. | ||
|
||
For geographic CRS, longitudes are bound by [-180, 180] and latitudes are bound | ||
by [-90, 90]. | ||
|
||
[srid]: https://en.wikipedia.org/wiki/Spatial_reference_system#Identifier | ||
|
||
## Edge Interpolation Algorithm | ||
|
||
An algorithm for interpolating edges, and is one of the following values: | ||
|
||
* `spherical`: edges are interpolated as geodesics on a sphere. | ||
* `vincenty`: [https://en.wikipedia.org/wiki/Vincenty%27s_formulae](https://en.wikipedia.org/wiki/Vincenty%27s_formulae) | ||
* `thomas`: Thomas, Paul D. Spheroidal geodesics, reference systems, & local geometry. US Naval Oceanographic Office, 1970. | ||
* `andoyer`: Thomas, Paul D. Mathematical models for navigation systems. US Naval Oceanographic Office, 1965. | ||
* `karney`: [Karney, Charles FF. "Algorithms for geodesics." Journal of Geodesy 87 (2013): 43-55](https://link.springer.com/content/pdf/10.1007/s00190-012-0578-z.pdf), and [GeographicLib](https://geographiclib.sourceforge.io/) | ||
|
||
# Logical Types | ||
|
||
Two geospatial logical type annotations are supported: | ||
* `GEOMETRY`: geospatial features in the WKB format with linear/planar edges interpolation. See [Geometry](LogicalTypes.md#geometry) | ||
* `GEOGRAPHY`: geospatial features in the WKB format with an explicit (non-linear/non-planar) edges interpolation algorithm. See [Geography](LogicalTypes.md#geography) | ||
|
||
# Statistics | ||
|
||
`GeospatialStatistics` is a struct specific for `GEOMETRY` and `GEOGRAPHY` | ||
logical types to store statistics of a column chunk. It is an optional field in | ||
the `ColumnMetaData` and contains [Bounding Box](#bounding-box) and [Geospatial | ||
Types](#geospatial-types) that are described below in detail. | ||
|
||
## Bounding Box | ||
|
||
A geospatial instance has at least two coordinate dimensions: X and Y for 2D | ||
coordinates of each point. Please note that X is longitude/easting and Y is | ||
latitude/northing. A geospatial instance can optionally have Z and/or M values | ||
associated with each point. | ||
|
||
The Z values introduce the third dimension coordinate. Usually they are used to | ||
indicate the height, or elevation. | ||
|
||
M values are an opportunity for a geospatial instance to express a fourth | ||
dimension as a coordinate value. These values can be used as a linear reference | ||
value (e.g., highway milepost value), a timestamp, or some other value as defined | ||
by the CRS. | ||
|
||
Bounding box is defined as the thrift struct below in the representation of | ||
min/max value pair of coordinates from each axis. Note that X and Y Values are | ||
always present. Z and M are omitted for 2D geospatial instances. | ||
|
||
For the X values only, xmin may be greater than xmax. In this case, an object | ||
in this bounding box may match if it contains an X such that `x >= xmin` OR | ||
`x <= xmax`. This wraparound occurs only when the corresponding bounding box | ||
crosses the antimeridian line. In geographic terminology, the concepts of `xmin`, | ||
`xmax`, `ymin`, and `ymax` are also known as `westernmost`, `easternmost`, | ||
`southernmost` and `northernmost`, respectively. | ||
|
||
For `GEOGRAPHY` types, X and Y values are restricted to the canonical ranges of | ||
[-180, 180] for X and [-90, 90] for Y. | ||
|
||
```thrift | ||
struct BoundingBox { | ||
1: required double xmin; | ||
2: required double xmax; | ||
3: required double ymin; | ||
4: required double ymax; | ||
5: optional double zmin; | ||
6: optional double zmax; | ||
7: optional double mmin; | ||
8: optional double mmax; | ||
} | ||
``` | ||
|
||
## Geospatial Types | ||
|
||
A list of geospatial types from all instances in the `GEOMETRY` or `GEOGRAPHY` | ||
column, or an empty list if they are not known. | ||
|
||
This is borrowed from [geometry_types of GeoParquet][geometry-types] except that | ||
values in the list are [WKB (ISO-variant) integer codes][wkb-integer-code]. | ||
Table below shows the most common geospatial types and their codes: | ||
|
||
| Type | XY | XYZ | XYM | XYZM | | ||
| :----------------- | :--- | :--- | :--- | :--: | | ||
| Point | 0001 | 1001 | 2001 | 3001 | | ||
| LineString | 0002 | 1002 | 2002 | 3002 | | ||
| Polygon | 0003 | 1003 | 2003 | 3003 | | ||
| MultiPoint | 0004 | 1004 | 2004 | 3004 | | ||
| MultiLineString | 0005 | 1005 | 2005 | 3005 | | ||
| MultiPolygon | 0006 | 1006 | 2006 | 3006 | | ||
| GeometryCollection | 0007 | 1007 | 2007 | 3007 | | ||
|
||
In addition, the following rules are applied: | ||
- A list of multiple values indicates that multiple geospatial types are present (e.g. `[0003, 0006]`). | ||
- An empty array explicitly signals that the geospatial types are not known. | ||
- The geospatial types in the list must be unique (e.g. `[0001, 0001]` is not valid). | ||
|
||
[geometry-types]: https://github.com/opengeospatial/geoparquet/blob/v1.1.0/format-specs/geoparquet.md?plain=1#L159 | ||
[wkb-integer-code]: https://en.wikipedia.org/wiki/Well-known_text_representation_of_geometry#Well-known_binary | ||
|
||
# CRS Customization | ||
|
||
CRS is represented as a string value. Writer and reader implementations are | ||
responsible for serializing and deserializing the CRS, respectively. | ||
|
||
As a convention to maximize the interoperability, custom CRS values can be | ||
specified by a string of the format `type:identifier`, where `type` is one of | ||
the following values: | ||
|
||
* `srid`: [Spatial reference identifier](https://en.wikipedia.org/wiki/Spatial_reference_system#Identifier), `identifier` is the SRID itself. | ||
* `projjson`: [PROJJSON](https://proj.org/en/stable/specifications/projjson.html), `identifier` is the name of a table property or a file property where the projjson string is stored. | ||
|
||
# Coordinate axis order | ||
|
||
The axis order of the coordinates in WKB and bounding box stored in Parquet | ||
follows the de facto standard for axis order in WKB and is therefore always | ||
(x, y) where x is easting or longitude and y is northing or latitude. This | ||
ordering explicitly overrides the axis order as specified in the CRS. |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters