1
  2
  3
  4
  5
  6
  7
  8
  9
 10
 11
 12
 13
 14
 15
 16
 17
 18
 19
 20
 21
 22
 23
 24
 25
 26
 27
 28
 29
 30
 31
 32
 33
 34
 35
 36
 37
 38
 39
 40
 41
 42
 43
 44
 45
 46
 47
 48
 49
 50
 51
 52
 53
 54
 55
 56
 57
 58
 59
 60
 61
 62
 63
 64
 65
 66
 67
 68
 69
 70
 71
 72
 73
 74
 75
 76
 77
 78
 79
 80
 81
 82
 83
 84
 85
 86
 87
 88
 89
 90
 91
 92
 93
 94
 95
 96
 97
 98
 99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
//! `spatial-join` provides tools to perform streaming geospatial-joins on geographic data.
//!
//! ## Spatial Joins
//!
//! Given two sequences of geospatial shapes, `small` and `big`, a
//! spatial-join indicates which elements of `small` and `big`
//! intersect. You could compute this yourself using a nested loop,
//! but like any good spatial-join package, this one uses
//! [R-trees](https://en.wikipedia.org/wiki/R-tree) to dramatically
//! reduce the search space.
//!
//! We're not limited to intersections only! We can also find pairs
//! where elements of `small` contain elements of `big` or are within
//! elements of `big` by passing different values of
//! [Interaction](./enum.Interaction.html).

//! ## Proximity Maps
//!
//! While spatial join is a well known term, proximity map is
//! not. Given two sequences of shapes `small` and `big`, it just
//! finds all pairs of items whose distance is less than some
//! threshold. You set that threshold using the
//! [`max_distance`](./struct.Config.html#method.max_distance) method
//! on the [`Config`](./struct.Config.html) struct.
//!
//! ## Inputs
//!
//! Inputs are sequences of shapes, and shapes must be one of the
//! following elements from the
//! [`geo`](https://docs.rs/geo/latest/geo/) crate:
//! * [points](https://docs.rs/geo/latest/geo/struct.Point.html),
//! * [lines](https://docs.rs/geo/latest/geo/struct.Line.html),
//! * [line strings](https://docs.rs/geo/latest/geo/struct.LineString.html),
//! * [polygons](https://docs.rs/geo/latest/geo/struct.Polygon.html),
//! * [rectangles](https://docs.rs/geo/latest/geo/struct.Rect.html),
//! * [triangles](https://docs.rs/geo/latest/geo/struct.Triangle.html), or
//! * the [Geometry](https://docs.rs/geo/latest/geo/enum.Geometry.html) enum
//!
//! `MultiPoint`, `MultiLineString`, and `MultiPolygon` are *not* supported.
//!
//! While the [geo] crate makes these types generic over the
//! coordinate type, `spatial-join` only supports [geo] types
//! parametrized with [std::f64] coordinate types (i.e.,
//! `Polygon<f64>`).
//!
//! So what kind of sequences can you use?
//! * slices: `&[T]`,
//! * vectors: `Vec<T>` or `&Vec<T>`, or
//! * [`&geo::GeometryCollection`](https://docs.rs/geo/latest/geo/struct.GeometryCollection.html)
//!
//! In addition:
//! * all coordinate values must be finite
//! * `LineStrings` must have at least two points
//! * `Polygon` exteriors must have at least three points
//!
//! Input that doesn't meet these conditions will return an [error](./enum.Error.html).
//!
//! ## Outputs
//!
//! [`SpatialIndex::spatial_join`](./struct.SpatialIndex.html#method.spatial_join) returns `Result<impl
//! Iterator<Item=SJoinRow>, Error>` where
//! [`SJoinRow`](./struct.SJoinRow.html) gives you indexes into
//! `small` and `big` to find the corresponding geometries.
//!
//! Alternatively, you can use [`SpatialIndex::spatial_join_with_geos`](./struct.SpatialIndex.html#method.spatial_join_with_geos)
//! which returns `Result<impl Iterator<Item=SJoinGeoRow>, Error>`.
//! [`SJoinGeoRow`](./struct.SJoinGeoRow.html) differs from
//! [`SJoinRow`](./struct.SJoinRow.html) only in the addition of `big`
//! and `small`
//! [`Geometry`](https://docs.rs/geo/latest/geo/enum.Geometry.html)
//! fields so you can work directly with the source geometries without
//! having to keep the original sequences around. This convenience
//! comes at the cost of cloning the source geometries which can be
//! expensive for geometries that use heap storage like `LineString`
//! and `Polygon`.
//!
//! In a similar manner, [`SpatialIndex::proximity_map`](./struct.SpatialIndex.html#method.proximity_map) and
//! [`SpatialIndex::proximity_map_with_geos`](./struct.SpatialIndex.html#method.proximity_map) offer
//! [`ProxMapRow`](./struct.ProxMapRow.html) and
//! [`ProxMapGeoRow`](./struct.ProxMapGeoRow.html) iterators in their
//! return types. These differ from their `SJoin` counterparts only in
//! the addition of a `distance` field.
//!
//! ## Examples
//!
//! Here's the simplest thing: let's verify that a point intersects itself.
//! ```
//! use spatial_join::*;
//! use geo::{Geometry, Point};
//! fn foo() -> Result<(), Error> {
//!     // Create a new spatial index loaded with just one point
//!     let idx = Config::new()
//!         // Ask for a serial index that will process data on only one core
//!         .serial(vec![Geometry::Point(Point::new(1.1, 2.2))])?;
//!     let results: Vec<_> = idx
//!         .spatial_join(
//!             vec![Geometry::Point(Point::new(1.1, 2.2))],
//!             Interaction::Intersects,
//!         )?
//!         .collect(); // we actually get an iterator, but let's collect it into a Vector.
//!     assert_eq!(
//!         results,
//!         vec![SJoinRow {
//!             big_index: 0,
//!             small_index: 0
//!         }]);
//!     Ok(())
//! }
//! foo();
//! ```
//!
//! For a slightly more complicated, we'll take a box and a smaller
//! box and verify that the big box contains the smaller box, and
//! we'll do it all in parallel.
//! ```
//! #[cfg(feature = "parallel")] {
//!     use spatial_join::*;
//!     use geo::{Coordinate, Geometry, Point, Rect};
//!     use rayon::prelude::*;
//!
//!     fn bar() -> Result<(), Error> {
//!         let idx = Config::new()
//!              .parallel(vec![Geometry::Rect(Rect::new(
//!                  Coordinate { x: -1., y: -1. },
//!                  Coordinate { x: 1., y: 1. },
//!              ))])?;
//!          let results: Vec<_> = idx
//!              .spatial_join(
//!                  vec![Geometry::Rect(Rect::new(
//!                      Coordinate { x: -0.5, y: -0.5 },
//!                      Coordinate { x: 0.5, y: 0.5 },
//!              ))],
//!                  Interaction::Contains,
//!              )?
//!              .collect();
//!          assert_eq!(
//!              results,
//!              vec![SJoinRow {
//!                  big_index: 0,
//!                  small_index: 0
//!              }]
//!          );
//!          Ok(())
//!     }
//!     bar();
//! }
//! ```
//!
//! ## Crate Features
//!
//! - `parallel`
//!   - Enabled by default.
//!   - This adds a dependency on
//!     [`rayon`](https://crates.io/crates/rayon) and provides a
//!     [`parallel`](./struct.Config.html#method.parallel) method that
//!     returns a [`ParSpatialIndex`](./struct.ParSpatialIndex.html)
//!     just like the [`SpatialIndex`](./struct.SpatialIndex.html)
//!     that [`serial`](./struct.Config.html#method.serial) returns
//!     except that all the methods return `Result<impl
//!     ParallelIterator>` instead of `Result<impl Iterator>`.
//!
//! ## Geographic
//!
//! Right now, this entire crate assumes that you're dealing with
//! euclidean geometry on a two-dimensional plane. But that's unusual:
//! typically you've got geographic coordinates (longitude and
//! latitude measured in decimal degrees). To use the tools in this
//! package correctly, you should really reproject your geometries
//! into an appropriate euclidean coordinate system. That might be
//! require you to do a lot of extra work if the extent of your
//! geometry sets exceeds what any reasonable projection can handle.
//!
//! Alternatively, you can just pretend that geodetic coordinates are
//! euclidean. For spatial-joins that will mostly work if all of your
//! geometries steer well-clear of the anti-meridian (longitude=±180
//! degrees) and the polar regions as well.
//!
//! For proximity maps, you'll need to pick an appropriate
//! `max_distance` value measured in decimal degrees which will be
//! used for both longitude and latitude offsets
//! simulataneously. That's challenging because while one degree of
//! latitude is always the same (about 110 km), one degree of
//! longitude changes from about 110 km at the equator to 0 km at the
//! poles. If your geometry sets have a narrow extant and are near the
//! equator, you might be able to find a `max_distance` value that
//! works, but that's pretty unlikely.
//!
//! ## Performance
//!
//! * You'll notice that our API specifies geometry sequences in terms
//!   of `small` and `big`. In order to construct a spatial index
//!   object, we have to build a series of R-trees, one per geometry
//!   type, using bulk loading. This process is expensive
//!   (`O(n*log(n))`) so you'll probably get better overall performance
//!   if you index the smaller sequence.
//! * Because the spatial-join and proximity-map operations are
//!   implemented as iterators, you can process very large data-sets
//!   with low memory usage. But you do need to keep both the `small`
//!   and `large` geometry sequence in memory, in addition to rtrees
//!   for the `small` sequence. Note that in some cases, specifically
//!   whenever we're processing a heap-bound element of the `large`
//!   sequence (i.e., Polygons or LineStrings), we will buffer all
//!   matching result records for each such `large` geometry.
//! * If you use a non-zero `max_distance` value, then any
//!   spatial-join operations will be somewhat slower since
//!   `max_distance` effectively buffers `small` geometries in the
//!   r-trees. You'll still get the correct answer, but it might take
//!   longer. The larger the `max_distance` value, the longer it will
//!   take.
//!
//! ## License
//!
//! Licensed under either of
//!
//!  * Apache License, Version 2.0
//!    ([LICENSE-APACHE](LICENSE-APACHE) or http://www.apache.org/licenses/LICENSE-2.0)
//!  * MIT license
//!    ([LICENSE-MIT](LICENSE-MIT) or http://opensource.org/licenses/MIT)
//!
//! at your option.
//!
//! ## Contribution
//!
//! Unless you explicitly state otherwise, any contribution intentionally submitted
//! for inclusion in the work by you, as defined in the Apache-2.0 license, shall be
//! dual licensed as above, without any additional terms or conditions.
//!

use rstar::RTree;

mod structs;
pub use structs::*;

mod validation;

mod conv;

mod relates;

mod rtrees;
use rtrees::FakeRegion;

#[derive(Debug)]
pub struct SpatialIndex {
    small: SplitGeoSeq,
    point_tree: RTree<FakeRegion>,
    line_tree: RTree<FakeRegion>,
    poly_tree: RTree<FakeRegion>,
    ls_tree: RTree<FakeRegion>,
    rect_tree: RTree<FakeRegion>,
    tri_tree: RTree<FakeRegion>,
    config: Config,
}

#[cfg(feature = "parallel")]
pub struct ParSpatialIndex(SpatialIndex);

mod index;

#[cfg(test)]
mod naive;

#[cfg(test)]
mod proptests;

#[cfg(test)]
mod tests {
    use std::convert::TryInto;

    use geo::Point;
    use pretty_assertions::assert_eq;

    #[cfg(feature = "parallel")]
    use rayon::prelude::*;

    use super::*;
    use index::*;

    pub fn test_prox_map<Small, Big, E1, E2>(
        config: Config,
        small: Small,
        big: Big,
        expected: &Vec<ProxMapRow>,
    ) where
        Small: TryInto<SplitGeoSeq, Error = E1> + Clone,
        Big: TryInto<SplitGeoSeq, Error = E2> + Clone,
        E1: std::any::Any + std::fmt::Debug,
        E2: std::any::Any + std::fmt::Debug,
    {
        //assert!(expected.is_sorted());
        let small_geoms = sgs_try_into(small.clone())
            .expect("small conversion")
            .to_vec();
        let big_geoms = sgs_try_into(big.clone()).expect("big conversion").to_vec();
        let expected_geoms: Vec<_> = expected
            .iter()
            .map(|pmr| ProxMapGeoRow {
                big_index: pmr.big_index,
                small_index: pmr.small_index,
                distance: pmr.distance,
                big: big_geoms[pmr.big_index].clone(),
                small: small_geoms[pmr.small_index].clone(),
            })
            .collect();
        let _expected_geoms2 = expected_geoms.clone();

        let si = config
            .clone()
            .serial(small.clone())
            .expect("construction succeeded");
        let mut actual = si.proximity_map(big.clone()).unwrap().collect::<Vec<_>>();
        actual.sort();
        assert_eq!(actual, *expected);

        let mut actual_geoms = si
            .proximity_map_with_geos(big.clone())
            .unwrap()
            .collect::<Vec<_>>();
        actual_geoms.sort();
        assert_eq!(actual_geoms, expected_geoms);
    }

    #[cfg(feature = "parallel")]
    pub fn test_par_prox_map<Small, Big, E1, E2>(
        config: Config,
        small: Small,
        big: Big,
        expected: &Vec<ProxMapRow>,
    ) where
        Small: TryInto<Par<SplitGeoSeq>, Error = E1> + Clone,
        Big: TryInto<Par<SplitGeoSeq>, Error = E2> + Clone,
        E1: std::any::Any + std::fmt::Debug,
        E2: std::any::Any + std::fmt::Debug,
    {
        let small_geoms = par_sgs_try_into(small.clone())
            .expect("small conversion")
            .to_vec();
        let big_geoms = par_sgs_try_into(big.clone())
            .expect("big conversion")
            .to_vec();
        let expected_geoms: Vec<_> = expected
            .iter()
            .map(|pmr| ProxMapGeoRow {
                big_index: pmr.big_index,
                small_index: pmr.small_index,
                distance: pmr.distance,
                big: big_geoms[pmr.big_index].clone(),
                small: small_geoms[pmr.small_index].clone(),
            })
            .collect();
        let _expected_geoms2 = expected_geoms.clone();

        let si = config
            .clone()
            .parallel(small.clone())
            .expect("construction succeeded");
        let mut actual = si.proximity_map(big.clone()).unwrap().collect::<Vec<_>>();
        actual.sort();
        assert_eq!(actual, *expected);

        let mut actual_geoms = si
            .proximity_map_with_geos(big.clone())
            .unwrap()
            .collect::<Vec<_>>();
        actual_geoms.sort();
        assert_eq!(actual_geoms, expected_geoms);
    }

    pub fn test_spatial_join<Small, Big, E1, E2>(
        config: Config,
        small: Small,
        big: Big,
        interaction: Interaction,
        expected: &Vec<SJoinRow>,
    ) where
        Small: TryInto<SplitGeoSeq, Error = E1> + Clone,
        Big: TryInto<SplitGeoSeq, Error = E2> + Clone,
        E1: std::any::Any + std::fmt::Debug,
        E2: std::any::Any + std::fmt::Debug,
    {
        let small_geoms = sgs_try_into(small.clone())
            .expect("small conversion")
            .to_vec();
        let big_geoms = sgs_try_into(big.clone()).expect("big conversion").to_vec();
        let expected_geoms: Vec<_> = expected
            .iter()
            .map(|sjr| SJoinGeoRow {
                big_index: sjr.big_index,
                small_index: sjr.small_index,
                big: big_geoms[sjr.big_index].clone(),
                small: small_geoms[sjr.small_index].clone(),
            })
            .collect();
        let _expected_geoms2 = expected_geoms.clone();

        let si = config
            .clone()
            .serial(small.clone())
            .expect("construction succeeded");
        let mut actual = si
            .spatial_join(big.clone(), interaction)
            .unwrap()
            .collect::<Vec<_>>();
        actual.sort();
        assert_eq!(actual, *expected);

        let mut actual_geoms = si
            .spatial_join_with_geos(big.clone(), interaction)
            .unwrap()
            .collect::<Vec<_>>();
        actual_geoms.sort();
        assert_eq!(actual_geoms, expected_geoms);
    }

    #[cfg(feature = "parallel")]
    pub fn test_par_spatial_join<Small, Big, E1, E2>(
        config: Config,
        small: Small,
        big: Big,
        interaction: Interaction,
        expected: &Vec<SJoinRow>,
    ) where
        Small: TryInto<Par<SplitGeoSeq>, Error = E1> + Clone,
        Big: TryInto<Par<SplitGeoSeq>, Error = E2> + Clone,
        E1: std::any::Any + std::fmt::Debug,
        E2: std::any::Any + std::fmt::Debug,
    {
        let small_geoms = par_sgs_try_into(small.clone())
            .expect("small conversion")
            .to_vec();
        let big_geoms = par_sgs_try_into(big.clone())
            .expect("big conversion")
            .to_vec();
        let expected_geoms: Vec<_> = expected
            .iter()
            .map(|sjr| SJoinGeoRow {
                big_index: sjr.big_index,
                small_index: sjr.small_index,
                big: big_geoms[sjr.big_index].clone(),
                small: small_geoms[sjr.small_index].clone(),
            })
            .collect();
        let _expected_geoms2 = expected_geoms.clone();

        let si = config
            .clone()
            .parallel(small.clone())
            .expect("construction succeeded");
        let mut actual = si
            .spatial_join(big.clone(), interaction)
            .unwrap()
            .collect::<Vec<_>>();
        actual.sort();
        assert_eq!(actual, *expected);

        let mut actual_geoms = si
            .spatial_join_with_geos(big.clone(), interaction)
            .unwrap()
            .collect::<Vec<_>>();
        actual_geoms.sort();
        assert_eq!(actual_geoms, expected_geoms);
    }

    #[test]
    fn simple_index_self() {
        let config = Config::new().max_distance(4.);
        let small = vec![Point::new(1., 1.)];
        let big = vec![Point::new(1., 1.)];
        let expected = vec![ProxMapRow {
            big_index: 0,
            small_index: 0,
            distance: 0.,
        }];
        test_prox_map(config, small.clone(), big.clone(), &expected);
        #[cfg(feature = "parallel")]
        test_par_prox_map(config, small, big, &expected);
    }

    #[test]
    fn self_spatial_join_pair() {
        let config = Config::new();
        let pts = vec![
            geo::Geometry::Point(Point::new(1., 1.)),
            geo::Geometry::Point(Point::new(22., 22.)),
        ];
        let expected = vec![
            SJoinRow {
                big_index: 0,
                small_index: 0,
            },
            SJoinRow {
                big_index: 1,
                small_index: 1,
            },
        ];
        test_spatial_join(config, &pts, &pts, Interaction::Intersects, &expected);
        #[cfg(feature = "parallel")]
        test_par_spatial_join(config, &pts, &pts, Interaction::Intersects, &expected);
    }

    #[test]
    fn simple_index_some_other() {
        let config = Config::new().max_distance(4.);
        let small = vec![Point::new(1., 1.)];
        let big = vec![Point::new(2., 1.)];
        let expected = vec![ProxMapRow {
            big_index: 0,
            small_index: 0,
            distance: 1.0,
        }];
        test_prox_map(config, small.clone(), big.clone(), &expected);
        #[cfg(feature = "parallel")]
        test_par_prox_map(config, small, big, &expected);
    }

    #[test]
    fn simple_index_none() {
        let config = Config::new().max_distance(0.5);
        let small = vec![Point::new(1., 1.)];
        let big = vec![Point::new(2., 1.)];
        let expected = vec![];
        test_prox_map(config, small.clone(), big.clone(), &expected);
        #[cfg(feature = "parallel")]
        test_par_prox_map(config, small, big, &expected);
    }
    // for all pairs of types, verift that prox map finds and doesn't find depending on max_distance
}