question-mark
Stuck on an issue?

Lightrun Answers was designed to reduce the constant googling that comes with debugging 3rd party libraries. It collects links to all the places you might be looking at while hunting down a tough bug.

And, if you’re still stuck at the end, we’re happy to hop on a call to see how we can help out.

Feature request: Add STRtree.nearest function

See original GitHub issue

Note

Since Shapely support no more than GEOS 3.4.0 right now, it will be great to add other functions like GEOSSTRtree_nearest in GEOS 3.6.0. So I was trying to add this function by myself and meet some problems.

Problems

GEOS source code is like:

const GEOSGeometry *
GEOSSTRtree_nearest (geos::index::strtree::STRtree *tree,
                     const geos::geom::Geometry *g)
{
    return GEOSSTRtree_nearest_r( handle, tree, g);
}

const void* GEOSSTRtree_nearest_generic(GEOSSTRtree *tree,
                                        const void* item,
                                        const GEOSGeometry* itemEnvelope,
                                        GEOSDistanceCallback distancefn,
                                        void* userdata)
{
    return GEOSSTRtree_nearest_generic_r( handle, tree, item, itemEnvelope, distancefn, userdata);
}

Then I added code in strtree.py, ctypes_declarations.py and test.py and tried to run the test but got the error Segmentation fault: 11 strtree.py

from shapely.geometry.base import geom_factory
class STRtree:
    def nearest(self, geom):
        if self._n_geoms == 0:
            return None

        return geom_factory(lgeos.GEOSSTRtree_nearest(self._tree_handle, geom._geom))

ctypes_declarations.py

def prototype(lgeos, geos_version):
    if geos_version >= (3, 6, 0):
        lgeos.GEOSSTRtree_nearest.argtypes = [c_void_p, c_void_p]
        lgeos.GEOSSTRtree_nearest.restype = c_void_p

test.py

from shapely.geometry import Point, Polygon
from shapely.strtree import STRtree

a = []
a.append(Polygon([(1,0),(2,0),(2,1),(1,1)]))
a.append(Polygon([(0,2),(1,2),(1,3),(0,3)]))
a.append(Polygon([(-1.5,0),(-2.5,0),(-2.5,-1),(-1.5,-1)]))
tree = STRtree(a)
tree.nearest(Point(0,0))

I thought my problem is about data processing between the ctypes and geometry, so I tried to reimplement to shared_path function but still got something wrong.

from shapely.geometry import LineString
from shapely.geometry.base import geom_factory
from ctypes import CDLL, c_void_p

dll = CDLL('/Users/*****/anaconda3/lib/python3.7/site-packages/shapely/.dylibs/libgeos_c.1.dylib')
shared_path = dll.GEOSSharedPaths
shared_path.restype = c_void_p
shared_path.argtypes = [c_void_p, c_void_p]
g1 = LineString([((0, 0), (1, 1)), ((-1, 0), (1, 0))])
g2 = LineString([((0, 0), (1, 1)), ((-2, 0), (1, 5))])
geom_factory(shared_path(g1._geom, g2._geom))

Could you help me figure this out, thx!

Issue Analytics

  • State:closed
  • Created 5 years ago
  • Reactions:1
  • Comments:5 (4 by maintainers)

github_iconTop GitHub Comments

3reactions
FuriousRocococommented, Jan 22, 2019

Thanks for the advice @sgillies , I think it’s working now. strtree.py

class STRtree:
    def nearest(self, geom):
        if self._n_geoms == 0:
            return None
        
        envelope = geom.envelope

        def callback(item1, item2, distance, userdata):
            try:
                geom1 = ctypes.cast(item1, ctypes.py_object).value
                geom2 = ctypes.cast(item2, ctypes.py_object).value
                dist = ctypes.cast(distance, ctypes.POINTER(ctypes.c_double))
                lgeos.GEOSDistance(geom1._geom, geom2._geom, dist)
                return 1
            except:
                return 0 
        
        item = lgeos.GEOSSTRtree_nearest_generic(self._tree_handle, ctypes.py_object(geom), envelope._geom, \
            lgeos.GEOSDistanceCallback(callback), None)
        geom = ctypes.cast(item, ctypes.py_object).value
        
        return geom

ctypes_declarations.py

def prototype(lgeos, geos_version):
    if geos_version >= (3, 6, 0):
        lgeos.GEOSDistanceCallback = CFUNCTYPE(c_int, c_void_p, c_void_p, c_void_p, c_void_p)

        lgeos.GEOSSTRtree_nearest_generic.argtypes = [
            c_void_p, py_object, c_void_p, lgeos.GEOSDistanceCallback, py_object]
        lgeos.GEOSSTRtree_nearest_generic.restype = c_void_p

test.py

from shapely.geometry import Point, Polygon
from shapely.strtree import STRtree

a = []
a.append(Polygon([(1,0),(2,0),(2,1),(1,1)]))
a.append(Polygon([(0,2),(1,2),(1,3),(0,3)]))
a.append(Polygon([(-1.5,0),(-2.5,0),(-2.5,-1),(-1.5,-1)]))
a.append(Point(0,0.5))
tree = STRtree(a)
pt = tree.nearest(Point(0,0))
print(pt.wkt)

Output POINT (0 0.5)

0reactions
FuriousRocococommented, Mar 31, 2020

I’ve wrote a test and I think the nearest function check every line in MultiLineString to see if the nearest line is inside MultiLineString. Here is my script @asif-rehan test.py

from shapely.strtree import STRtree
from shapely.geometry import Point, LineString, MultiLineString

tree_list = [LineString([[0,1],[1,1]])]
tree_list.append(MultiLineString([LineString([[0,0],[1,0]]),LineString([[0,3],[1,3]])]))
tree = STRtree(tree_list)

tree.nearest(Point(0.5,0.25)).wkt

Output MULTILINESTRING ((0 0, 1 0), (0 3, 1 3))

Read more comments on GitHub >

github_iconTop Results From Across the Web

Feature request: Add STRtree.nearest function #668 - GitHub
A question while trying to understand this nearest function. Say I am trying to find nearest road for a point. So the STR...
Read more >
STRTree — Shapely 2.0.0 documentation - Read the Docs
Return the index of the nearest geometry in the tree for each input geometry based on distance within two-dimensional Cartesian space. Note. 'nearest'...
Read more >
Get nearest feature points from memory - GIS Stack Exchange
I was looking at either JTS or GeoTools (which uses JTS under the hood), but couldn't find any examples of "find the nearest...
Read more >
python - Shapely STRtree way too slow? - Stack Overflow
I tried using both the nearest geometry query with sets of nodes as well as the ... 'id', uuid) points.append(point) tree = STRtree(points) ......
Read more >
NetTopologySuite/NetTopologySuite - Gitter
I have a question about the library, i'm trying to find an implementation of a spatial index that i can use to find...
Read more >

github_iconTop Related Medium Post

No results found

github_iconTop Related StackOverflow Question

No results found

github_iconTroubleshoot Live Code

Lightrun enables developers to add logs, metrics and snapshots to live code - no restarts or redeploys required.
Start Free

github_iconTop Related Reddit Thread

No results found

github_iconTop Related Hackernoon Post

No results found

github_iconTop Related Tweet

No results found

github_iconTop Related Dev.to Post

No results found

github_iconTop Related Hashnode Post

No results found