/**********************************************************************
*
* PostGIS - Spatial Types for PostgreSQL
* http://postgis.net
*
* PostGIS is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 2 of the License, or
* (at your option) any later version.
*
* PostGIS is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with PostGIS. If not, see .
*
**********************************************************************
*
* Copyright 2015-2016 Daniel Baston
*
**********************************************************************/
#include
#include "liblwgeom.h"
#include "liblwgeom_internal.h"
#include "lwgeom_log.h"
#include "lwgeom_geos.h"
#include "lwunionfind.h"
static const int STRTREE_NODE_CAPACITY = 10;
/* Utility struct used to accumulate items in GEOSSTRtree_query callback */
struct QueryContext
{
void** items_found;
uint32_t items_found_size;
uint32_t num_items_found;
};
/* Utility struct to keep GEOSSTRtree and associated structures to be freed after use */
struct STRTree
{
GEOSSTRtree* tree;
GEOSGeometry** envelopes;
uint32_t* geom_ids;
uint32_t num_geoms;
};
static struct STRTree make_strtree(void** geoms, uint32_t num_geoms, char is_lwgeom);
static void destroy_strtree(struct STRTree * tree);
static int union_intersecting_pairs(GEOSGeometry** geoms, uint32_t num_geoms, UNIONFIND* uf);
static int combine_geometries(UNIONFIND* uf, void** geoms, uint32_t num_geoms, void*** clustersGeoms, uint32_t* num_clusters, char is_lwgeom);
/* Make a minimal GEOSGeometry* whose Envelope covers the same 2D extent as
* the supplied GBOX. This is faster and uses less memory than building a
* five-point polygon with GBOX2GEOS.
*/
static GEOSGeometry*
geos_envelope_surrogate(const LWGEOM* g)
{
if (lwgeom_is_empty(g))
return GEOSGeom_createEmptyPolygon();
if (lwgeom_get_type(g) == POINTTYPE) {
const POINT2D* pt = getPoint2d_cp(lwgeom_as_lwpoint(g)->point, 0);
return make_geos_point(pt->x, pt->y);
} else {
const GBOX* box = lwgeom_get_bbox(g);
if (!box)
return NULL;
return make_geos_segment(box->xmin, box->ymin, box->xmax, box->ymax);
}
}
/** Make a GEOSSTRtree that stores a pointer to a variable containing
* the array index of the input geoms */
static struct STRTree
make_strtree(void** geoms, uint32_t num_geoms, char is_lwgeom)
{
struct STRTree tree;
tree.envelopes = 0;
tree.num_geoms = 0;
tree.geom_ids = 0;
tree.tree = GEOSSTRtree_create(STRTREE_NODE_CAPACITY);
if (tree.tree == NULL)
{
return tree;
}
tree.geom_ids = lwalloc(num_geoms * sizeof(uint32_t));
tree.num_geoms = num_geoms;
if (is_lwgeom)
{
uint32_t i;
tree.envelopes = lwalloc(num_geoms * sizeof(GEOSGeometry*));
for (i = 0; i < num_geoms; i++)
{
tree.geom_ids[i] = i;
tree.envelopes[i] = geos_envelope_surrogate(geoms[i]);
GEOSSTRtree_insert(tree.tree, tree.envelopes[i], &(tree.geom_ids[i]));
}
}
else
{
uint32_t i;
tree.envelopes = NULL;
for (i = 0; i < num_geoms; i++)
{
tree.geom_ids[i] = i;
GEOSSTRtree_insert(tree.tree, geoms[i], &(tree.geom_ids[i]));
}
}
return tree;
}
/** Clean up STRTree after use */
static void
destroy_strtree(struct STRTree * tree)
{
size_t i;
GEOSSTRtree_destroy(tree->tree);
if (tree->envelopes)
{
for (i = 0; i < tree->num_geoms; i++)
{
GEOSGeom_destroy(tree->envelopes[i]);
}
lwfree(tree->envelopes);
}
lwfree(tree->geom_ids);
}
static void
query_accumulate(void* item, void* userdata)
{
struct QueryContext *cxt = userdata;
if (!cxt->items_found)
{
cxt->items_found_size = 8;
cxt->items_found = lwalloc(cxt->items_found_size * sizeof(void*));
}
if (cxt->num_items_found >= cxt->items_found_size)
{
cxt->items_found_size = 2 * cxt->items_found_size;
cxt->items_found = lwrealloc(cxt->items_found, cxt->items_found_size * sizeof(void*));
}
cxt->items_found[cxt->num_items_found++] = item;
}
/* Identify intersecting geometries and mark them as being in the same set */
static int
union_intersecting_pairs(GEOSGeometry** geoms, uint32_t num_geoms, UNIONFIND* uf)
{
uint32_t p, i;
struct STRTree tree;
struct QueryContext cxt =
{
.items_found = NULL,
.num_items_found = 0,
.items_found_size = 0
};
int success = LW_SUCCESS;
if (num_geoms <= 1)
return LW_SUCCESS;
tree = make_strtree((void**) geoms, num_geoms, LW_FALSE);
if (tree.tree == NULL)
{
destroy_strtree(&tree);
return LW_FAILURE;
}
for (p = 0; p < num_geoms; p++)
{
const GEOSPreparedGeometry* prep = NULL;
if (!geoms[p] || GEOSisEmpty(geoms[p]))
continue;
cxt.num_items_found = 0;
GEOSSTRtree_query(tree.tree, geoms[p], &query_accumulate, &cxt);
for (i = 0; i < cxt.num_items_found; i++)
{
uint32_t q = *((uint32_t*) cxt.items_found[i]);
if (p != q && UF_find(uf, p) != UF_find(uf, q))
{
int geos_type = GEOSGeomTypeId(geoms[p]);
int geos_result;
/* Don't build prepared a geometry around a Point or MultiPoint -
* there are some problems in the implementation, and it's not clear
* there would be a performance benefit in any case. (See #3433)
*/
if (geos_type != GEOS_POINT && geos_type != GEOS_MULTIPOINT)
{
/* Lazy initialize prepared geometry */
if (prep == NULL)
{
prep = GEOSPrepare(geoms[p]);
}
geos_result = GEOSPreparedIntersects(prep, geoms[q]);
}
else
{
geos_result = GEOSIntersects(geoms[p], geoms[q]);
}
if (geos_result > 1)
{
success = LW_FAILURE;
break;
}
else if (geos_result)
{
UF_union(uf, p, q);
}
}
}
if (prep)
GEOSPreparedGeom_destroy(prep);
if (!success)
break;
}
if (cxt.items_found)
lwfree(cxt.items_found);
destroy_strtree(&tree);
return success;
}
/** Takes an array of GEOSGeometry* and constructs an array of GEOSGeometry*, where each element in the constructed
* array is a GeometryCollection representing a set of interconnected geometries. Caller is responsible for
* freeing the input array, but not for destroying the GEOSGeometry* items inside it. */
int
cluster_intersecting(GEOSGeometry** geoms, uint32_t num_geoms, GEOSGeometry*** clusterGeoms, uint32_t* num_clusters)
{
int cluster_success;
UNIONFIND* uf = UF_create(num_geoms);
if (union_intersecting_pairs(geoms, num_geoms, uf) == LW_FAILURE)
{
UF_destroy(uf);
return LW_FAILURE;
}
cluster_success = combine_geometries(uf, (void**) geoms, num_geoms, (void***) clusterGeoms, num_clusters, 0);
UF_destroy(uf);
return cluster_success;
}
static int
dbscan_update_context(GEOSSTRtree* tree, struct QueryContext* cxt, LWGEOM** geoms, uint32_t p, double eps)
{
cxt->num_items_found = 0;
GEOSGeometry* query_envelope;
LW_ON_INTERRUPT(return LW_FAILURE);
if (geoms[p]->type == POINTTYPE)
{
const POINT2D* pt = getPoint2d_cp(lwgeom_as_lwpoint(geoms[p])->point, 0);
query_envelope = make_geos_segment( pt->x - eps, pt->y - eps, pt->x + eps, pt->y + eps );
} else {
const GBOX* box = lwgeom_get_bbox(geoms[p]);
query_envelope = make_geos_segment( box->xmin - eps, box->ymin - eps, box->xmax + eps, box->ymax + eps );
}
if (!query_envelope)
return LW_FAILURE;
GEOSSTRtree_query(tree, query_envelope, &query_accumulate, cxt);
GEOSGeom_destroy(query_envelope);
return LW_SUCCESS;
}
/* Union p's cluster with q's cluster, if q is not a border point of another cluster.
* Applicable to DBSCAN with minpoints > 1.
*/
static void
union_if_available(UNIONFIND* uf, uint32_t p, uint32_t q, char* is_in_core, char* in_a_cluster)
{
if (in_a_cluster[q])
{
/* Can we merge p's cluster with q's cluster? We can do this only
* if both p and q are considered _core_ points of their respective
* clusters.
*/
if (is_in_core[q])
{
UF_union(uf, p, q);
}
}
else
{
UF_union(uf, p, q);
in_a_cluster[q] = LW_TRUE;
}
}
/* An optimized DBSCAN union for the case where min_points == 1.
* If min_points == 1, then we don't care how many neighbors we find; we can union clusters
* on the fly, as we go through the distance calculations. This potentially allows us
* to avoid some distance computations altogether.
*/
static int
union_dbscan_minpoints_1(LWGEOM** geoms, uint32_t num_geoms, UNIONFIND* uf, double eps, char** in_a_cluster_ret)
{
uint32_t p, i;
struct STRTree tree;
struct QueryContext cxt =
{
.items_found = NULL,
.num_items_found = 0,
.items_found_size = 0
};
int success = LW_SUCCESS;
if (in_a_cluster_ret)
{
char* in_a_cluster = lwalloc(num_geoms * sizeof(char));
for (i = 0; i < num_geoms; i++)
in_a_cluster[i] = LW_TRUE;
*in_a_cluster_ret = in_a_cluster;
}
if (num_geoms <= 1)
return LW_SUCCESS;
tree = make_strtree((void**) geoms, num_geoms, LW_TRUE);
if (tree.tree == NULL)
{
destroy_strtree(&tree);
return LW_FAILURE;
}
for (p = 0; p < num_geoms; p++)
{
int rv = LW_SUCCESS;
if (lwgeom_is_empty(geoms[p]))
continue;
rv = dbscan_update_context(tree.tree, &cxt, geoms, p, eps);
if (rv == LW_FAILURE)
{
destroy_strtree(&tree);
return LW_FAILURE;
}
for (i = 0; i < cxt.num_items_found; i++)
{
uint32_t q = *((uint32_t*) cxt.items_found[i]);
if (UF_find(uf, p) != UF_find(uf, q))
{
double mindist = lwgeom_mindistance2d_tolerance(geoms[p], geoms[q], eps);
if (mindist == FLT_MAX)
{
success = LW_FAILURE;
break;
}
if (mindist <= eps)
UF_union(uf, p, q);
}
}
}
if (cxt.items_found)
lwfree(cxt.items_found);
destroy_strtree(&tree);
return success;
}
static int
union_dbscan_general(LWGEOM** geoms, uint32_t num_geoms, UNIONFIND* uf, double eps, uint32_t min_points, char** in_a_cluster_ret)
{
uint32_t p, i;
struct STRTree tree;
struct QueryContext cxt =
{
.items_found = NULL,
.num_items_found = 0,
.items_found_size = 0
};
int success = LW_SUCCESS;
uint32_t* neighbors;
char* in_a_cluster;
char* is_in_core;
in_a_cluster = lwalloc(num_geoms * sizeof(char));
memset(in_a_cluster, 0, num_geoms * sizeof(char));
if (in_a_cluster_ret)
*in_a_cluster_ret = in_a_cluster;
/* Bail if we don't even have enough inputs to make a cluster. */
if (num_geoms < min_points)
{
if (!in_a_cluster_ret)
lwfree(in_a_cluster);
return LW_SUCCESS;
}
tree = make_strtree((void**) geoms, num_geoms, LW_TRUE);
if (tree.tree == NULL)
{
destroy_strtree(&tree);
return LW_FAILURE;
}
is_in_core = lwalloc(num_geoms * sizeof(char));
memset(is_in_core, 0, num_geoms * sizeof(char));
neighbors = lwalloc(min_points * sizeof(uint32_t));
for (p = 0; p < num_geoms; p++)
{
uint32_t num_neighbors = 0;
int rv;
if (lwgeom_is_empty(geoms[p]))
continue;
rv = dbscan_update_context(tree.tree, &cxt, geoms, p, eps);
if (rv == LW_FAILURE)
{
destroy_strtree(&tree);
return LW_FAILURE;
}
/* We didn't find enough points to do anything, even if they are all within eps. */
if (cxt.num_items_found < min_points)
continue;
for (i = 0; i < cxt.num_items_found; i++)
{
uint32_t q = *((uint32_t*) cxt.items_found[i]);
if (num_neighbors >= min_points)
{
/* If we've already identified p as a core point, and it's already
* in the same cluster in q, then there's nothing to learn by
* computing the distance.
*/
if (UF_find(uf, p) == UF_find(uf, q))
continue;
/* Similarly, if q is already identifed as a border point of another
* cluster, there's no point figuring out what the distance is.
*/
if (in_a_cluster[q] && !is_in_core[q])
continue;
}
double mindist = lwgeom_mindistance2d_tolerance(geoms[p], geoms[q], eps);
if (mindist == FLT_MAX)
{
success = LW_FAILURE;
break;
}
if (mindist <= eps)
{
/* If we haven't hit min_points yet, we don't know if we can union p and q.
* Just set q aside for now.
*/
if (num_neighbors < min_points)
{
neighbors[num_neighbors++] = q;
/* If we just hit min_points, we can now union all of the neighbor geometries
* we've been saving.
*/
if (num_neighbors == min_points)
{
uint32_t j;
is_in_core[p] = LW_TRUE;
in_a_cluster[p] = LW_TRUE;
for (j = 0; j < num_neighbors; j++)
{
union_if_available(uf, p, neighbors[j], is_in_core, in_a_cluster);
}
}
}
else
{
/* If we're above min_points, no need to store our neighbors, just go ahead
* and union them now. This may allow us to cut out some distance
* computations.
*/
union_if_available(uf, p, q, is_in_core, in_a_cluster);
}
}
}
if (!success)
break;
}
lwfree(neighbors);
lwfree(is_in_core);
/* Free in_a_cluster if we're not giving it to our caller */
if (!in_a_cluster_ret)
lwfree(in_a_cluster);
if (cxt.items_found)
lwfree(cxt.items_found);
destroy_strtree(&tree);
return success;
}
int union_dbscan(LWGEOM** geoms, uint32_t num_geoms, UNIONFIND* uf, double eps, uint32_t min_points, char** in_a_cluster_ret)
{
if (min_points <= 1)
return union_dbscan_minpoints_1(geoms, num_geoms, uf, eps, in_a_cluster_ret);
else
return union_dbscan_general(geoms, num_geoms, uf, eps, min_points, in_a_cluster_ret);
}
/** Takes an array of LWGEOM* and constructs an array of LWGEOM*, where each element in the constructed array is a
* GeometryCollection representing a set of geometries separated by no more than the specified tolerance. Caller is
* responsible for freeing the input array, but not the LWGEOM* items inside it. */
int
cluster_within_distance(LWGEOM** geoms, uint32_t num_geoms, double tolerance, LWGEOM*** clusterGeoms, uint32_t* num_clusters)
{
int cluster_success;
UNIONFIND* uf = UF_create(num_geoms);
if (union_dbscan(geoms, num_geoms, uf, tolerance, 1, NULL) == LW_FAILURE)
{
UF_destroy(uf);
return LW_FAILURE;
}
cluster_success = combine_geometries(uf, (void**) geoms, num_geoms, (void***) clusterGeoms, num_clusters, 1);
UF_destroy(uf);
return cluster_success;
}
/** Uses a UNIONFIND to identify the set with which each input geometry is associated, and groups the geometries into
* GeometryCollections. Supplied geometry array may be of either LWGEOM* or GEOSGeometry*; is_lwgeom is used to
* identify which. Caller is responsible for freeing input geometry array but not the items contained within it. */
static int
combine_geometries(UNIONFIND* uf, void** geoms, uint32_t num_geoms, void*** clusterGeoms, uint32_t* num_clusters, char is_lwgeom)
{
size_t i, j, k;
/* Combine components of each cluster into their own GeometryCollection */
*num_clusters = uf->num_clusters;
*clusterGeoms = lwalloc(*num_clusters * sizeof(void*));
void** geoms_in_cluster = lwalloc(num_geoms * sizeof(void*));
uint32_t* ordered_components = UF_ordered_by_cluster(uf);
for (i = 0, j = 0, k = 0; i < num_geoms; i++)
{
geoms_in_cluster[j++] = geoms[ordered_components[i]];
/* Is this the last geometry in the component? */
if ((i == num_geoms - 1) ||
(UF_find(uf, ordered_components[i]) != UF_find(uf, ordered_components[i+1])))
{
if (k >= uf->num_clusters) {
/* Should not get here - it means that we have more clusters than uf->num_clusters thinks we should. */
return LW_FAILURE;
}
if (is_lwgeom)
{
LWGEOM** components = lwalloc(j * sizeof(LWGEOM*));
memcpy(components, geoms_in_cluster, j * sizeof(LWGEOM*));
(*clusterGeoms)[k++] = lwcollection_construct(COLLECTIONTYPE, components[0]->srid, NULL, j, (LWGEOM**) components);
}
else
{
int srid = GEOSGetSRID(((GEOSGeometry**) geoms_in_cluster)[0]);
GEOSGeometry* combined = GEOSGeom_createCollection(GEOS_GEOMETRYCOLLECTION, (GEOSGeometry**) geoms_in_cluster, j);
GEOSSetSRID(combined, srid);
(*clusterGeoms)[k++] = combined;
}
j = 0;
}
}
lwfree(geoms_in_cluster);
lwfree(ordered_components);
return LW_SUCCESS;
}