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
/*!
A very fast 2D [Delaunay Triangulation](https://en.wikipedia.org/wiki/Delaunay_triangulation) library for Rust.
A port of [Delaunator](https://github.com/mapbox/delaunator).

# Example

```rust
use delaunator::{Point, triangulate};

let points = vec![
    Point { x: 0., y: 0. },
    Point { x: 1., y: 0. },
    Point { x: 1., y: 1. },
    Point { x: 0., y: 1. },
];

let result = triangulate(&points).expect("No triangulation exists.");
println!("{:?}", result.triangles); // [0, 2, 1, 0, 3, 2]
```
*/

use std::{f64, fmt};

/// Near-duplicate points (where both `x` and `y` only differ within this value)
/// will not be included in the triangulation for robustness.
pub const EPSILON: f64 = f64::EPSILON * 2.0;

/// Represents a 2D point in the input vector.
#[derive(Clone, PartialEq)]
pub struct Point {
    pub x: f64,
    pub y: f64,
}

impl fmt::Debug for Point {
    fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result {
        write!(f, "[{}, {}]", self.x, self.y)
    }
}

impl Point {
    fn dist2(&self, p: &Point) -> f64 {
        let dx = self.x - p.x;
        let dy = self.y - p.y;
        dx * dx + dy * dy
    }

    fn orient(&self, q: &Point, r: &Point) -> bool {
        (q.y - self.y) * (r.x - q.x) - (q.x - self.x) * (r.y - q.y) < 0.0
    }

    fn circumdelta(&self, b: &Point, c: &Point) -> (f64, f64) {
        let dx = b.x - self.x;
        let dy = b.y - self.y;
        let ex = c.x - self.x;
        let ey = c.y - self.y;

        let bl = dx * dx + dy * dy;
        let cl = ex * ex + ey * ey;
        let d = 0.5 / (dx * ey - dy * ex);

        let x = (ey * bl - dy * cl) * d;
        let y = (dx * cl - ex * bl) * d;
        (x, y)
    }

    fn circumradius2(&self, b: &Point, c: &Point) -> f64 {
        let (x, y) = self.circumdelta(b, c);
        x * x + y * y
    }

    fn circumcenter(&self, b: &Point, c: &Point) -> Point {
        let (x, y) = self.circumdelta(b, c);
        Point {
            x: self.x + x,
            y: self.y + y,
        }
    }

    fn in_circle(&self, b: &Point, c: &Point, p: &Point) -> bool {
        let dx = self.x - p.x;
        let dy = self.y - p.y;
        let ex = b.x - p.x;
        let ey = b.y - p.y;
        let fx = c.x - p.x;
        let fy = c.y - p.y;

        let ap = dx * dx + dy * dy;
        let bp = ex * ex + ey * ey;
        let cp = fx * fx + fy * fy;

        dx * (ey * cp - bp * fy) - dy * (ex * cp - bp * fx) + ap * (ex * fy - ey * fx) < 0.0
    }

    fn nearly_equals(&self, p: &Point) -> bool {
        (self.x - p.x).abs() <= EPSILON && (self.y - p.y).abs() <= EPSILON
    }
}

/// Represents the area outside of the triangulation.
/// Halfedges on the convex hull (which don't have an adjacent halfedge)
/// will have this value.
pub const EMPTY: usize = usize::max_value();

/// Next halfedge in a triangle.
pub fn next_halfedge(i: usize) -> usize {
    if i % 3 == 2 {
        i - 2
    } else {
        i + 1
    }
}

/// Previous halfedge in a triangle.
pub fn prev_halfedge(i: usize) -> usize {
    if i % 3 == 0 {
        i + 2
    } else {
        i - 1
    }
}

/// Result of the Delaunay triangulation.
pub struct Triangulation {
    /// A vector of point indices where each triple represents a Delaunay triangle.
    /// All triangles are directed counter-clockwise.
    pub triangles: Vec<usize>,

    /// A vector of adjacent halfedge indices that allows traversing the triangulation graph.
    ///
    /// `i`-th half-edge in the array corresponds to vertex `triangles[i]`
    /// the half-edge is coming from. `halfedges[i]` is the index of a twin half-edge
    /// in an adjacent triangle (or `EMPTY` for outer half-edges on the convex hull).
    pub halfedges: Vec<usize>,

    /// A vector of indices that reference points on the convex hull of the triangulation,
    /// counter-clockwise.
    pub hull: Vec<usize>,
}

impl Triangulation {
    fn new(n: usize) -> Triangulation {
        let max_triangles = 2 * n - 5;
        Triangulation {
            triangles: Vec::with_capacity(max_triangles * 3),
            halfedges: Vec::with_capacity(max_triangles * 3),
            hull: Vec::new(),
        }
    }

    /// The number of triangles in the triangulation.
    pub fn len(&self) -> usize {
        (self.triangles.len() / 3)
    }

    fn add_triangle(
        &mut self,
        i0: usize,
        i1: usize,
        i2: usize,
        a: usize,
        b: usize,
        c: usize,
    ) -> usize {
        let t = self.triangles.len();

        self.triangles.push(i0);
        self.triangles.push(i1);
        self.triangles.push(i2);

        self.halfedges.push(a);
        self.halfedges.push(b);
        self.halfedges.push(c);

        if a != EMPTY {
            self.halfedges[a] = t;
        }
        if b != EMPTY {
            self.halfedges[b] = t + 1;
        }
        if c != EMPTY {
            self.halfedges[c] = t + 2;
        }

        t
    }

    fn legalize(&mut self, a: usize, points: &[Point], hull: &mut Hull) -> usize {
        let b = self.halfedges[a];

        // if the pair of triangles doesn't satisfy the Delaunay condition
        // (p1 is inside the circumcircle of [p0, pl, pr]), flip them,
        // then do the same check/flip recursively for the new pair of triangles
        //
        //           pl                    pl
        //          /||\                  /  \
        //       al/ || \bl            al/    \a
        //        /  ||  \              /      \
        //       /  a||b  \    flip    /___ar___\
        //     p0\   ||   /p1   =>   p0\---bl---/p1
        //        \  ||  /              \      /
        //       ar\ || /br             b\    /br
        //          \||/                  \  /
        //           pr                    pr
        //
        let ar = prev_halfedge(a);

        if b == EMPTY {
            return ar;
        }

        let al = next_halfedge(a);
        let bl = prev_halfedge(b);

        let p0 = self.triangles[ar];
        let pr = self.triangles[a];
        let pl = self.triangles[al];
        let p1 = self.triangles[bl];

        let illegal = (&points[p0]).in_circle(&points[pr], &points[pl], &points[p1]);
        if illegal {
            self.triangles[a] = p1;
            self.triangles[b] = p0;

            let hbl = self.halfedges[bl];
            let har = self.halfedges[ar];

            // edge swapped on the other side of the hull (rare); fix the halfedge reference
            if hbl == EMPTY {
                let mut e = hull.start;
                loop {
                    if hull.tri[e] == bl {
                        hull.tri[e] = a;
                        break;
                    }
                    e = hull.next[e];
                    if e == hull.start {
                        break;
                    }
                }
            }

            self.halfedges[a] = hbl;
            self.halfedges[b] = har;
            self.halfedges[ar] = bl;

            if hbl != EMPTY {
                self.halfedges[hbl] = a;
            }
            if har != EMPTY {
                self.halfedges[har] = b;
            }
            if bl != EMPTY {
                self.halfedges[bl] = ar;
            }

            let br = next_halfedge(b);

            self.legalize(a, points, hull);
            return self.legalize(br, points, hull);
        }
        ar
    }
}

// data structure for tracking the edges of the advancing convex hull
struct Hull {
    prev: Vec<usize>,
    next: Vec<usize>,
    tri: Vec<usize>,
    hash: Vec<usize>,
    start: usize,
    center: Point,
}

impl Hull {
    fn new(n: usize, center: Point, i0: usize, i1: usize, i2: usize, points: &[Point]) -> Hull {
        let hash_len = (n as f64).sqrt() as usize;

        let mut hull = Hull {
            prev: vec![0; n],            // edge to prev edge
            next: vec![0; n],            // edge to next edge
            tri: vec![0; n],             // edge to adjacent halfedge
            hash: vec![EMPTY; hash_len], // angular edge hash
            start: i0,
            center,
        };

        hull.next[i0] = i1;
        hull.prev[i2] = i1;
        hull.next[i1] = i2;
        hull.prev[i0] = i2;
        hull.next[i2] = i0;
        hull.prev[i1] = i0;

        hull.tri[i0] = 0;
        hull.tri[i1] = 1;
        hull.tri[i2] = 2;

        hull.hash_edge(&points[i0], i0);
        hull.hash_edge(&points[i1], i1);
        hull.hash_edge(&points[i2], i2);

        hull
    }

    fn hash_key(&self, p: &Point) -> usize {
        let dx = p.x - self.center.x;
        let dy = p.y - self.center.y;

        let p = dx / (dx.abs() + dy.abs());
        let a = (if dy > 0.0 { 3.0 - p } else { 1.0 + p }) / 4.0; // [0..1]

        let len = self.hash.len();
        (((len as f64) * a).floor() as usize) % len
    }

    fn hash_edge(&mut self, p: &Point, i: usize) {
        let key = self.hash_key(p);
        self.hash[key] = i;
    }

    fn find_visible_edge(&self, p: &Point, points: &[Point]) -> (usize, bool) {
        let mut start: usize = 0;
        let key = self.hash_key(p);
        let len = self.hash.len();
        for j in 0..len {
            start = self.hash[(key + j) % len];
            if start != EMPTY && self.next[start] != EMPTY {
                break;
            }
        }
        start = self.prev[start];
        let mut e = start;

        while !p.orient(&points[e], &points[self.next[e]]) {
            e = self.next[e];
            if e == start {
                return (EMPTY, false);
            }
        }
        (e, e == start)
    }
}

fn calc_bbox_center(points: &[Point]) -> Point {
    let mut min_x = f64::INFINITY;
    let mut min_y = f64::INFINITY;
    let mut max_x = f64::NEG_INFINITY;
    let mut max_y = f64::NEG_INFINITY;
    for p in points.iter() {
        min_x = min_x.min(p.x);
        min_y = min_y.min(p.y);
        max_x = max_x.max(p.x);
        max_y = max_y.max(p.y);
    }
    Point {
        x: (min_x + max_x) / 2.0,
        y: (min_y + max_y) / 2.0,
    }
}

fn find_closest_point(points: &[Point], p0: &Point) -> Option<usize> {
    let mut min_dist = f64::INFINITY;
    let mut k: usize = 0;
    for (i, p) in points.iter().enumerate() {
        let d = p0.dist2(p);
        if d > 0.0 && d < min_dist {
            k = i;
            min_dist = d;
        }
    }
    if min_dist == f64::INFINITY {
        None
    } else {
        Some(k)
    }
}

fn find_seed_triangle(points: &[Point]) -> Option<(usize, usize, usize)> {
    // pick a seed point close to the center
    let bbox_center = calc_bbox_center(points);
    let i0 = find_closest_point(points, &bbox_center)?;
    let p0 = &points[i0];

    // find the point closest to the seed
    let i1 = find_closest_point(points, p0)?;
    let p1 = &points[i1];

    // find the third point which forms the smallest circumcircle with the first two
    let mut min_radius = f64::INFINITY;
    let mut i2: usize = 0;
    for (i, p) in points.iter().enumerate() {
        if i == i0 || i == i1 {
            continue;
        }
        let r = p0.circumradius2(p1, p);
        if r < min_radius {
            i2 = i;
            min_radius = r;
        }
    }

    if min_radius == f64::INFINITY {
        None
    } else {
        // swap the order of the seed points for counter-clockwise orientation
        Some(if p0.orient(p1, &points[i2]) {
            (i0, i2, i1)
        } else {
            (i0, i1, i2)
        })
    }
}

/// Triangulate a set of 2D points.
/// Returns `None` if no triangulation exists for the input (e.g. all points are collinear).
pub fn triangulate(points: &[Point]) -> Option<Triangulation> {
    let n = points.len();

    let (i0, i1, i2) = find_seed_triangle(points)?;
    let center = (&points[i0]).circumcenter(&points[i1], &points[i2]);

    let mut triangulation = Triangulation::new(n);
    triangulation.add_triangle(i0, i1, i2, EMPTY, EMPTY, EMPTY);

    // sort the points by distance from the seed triangle circumcenter
    let mut dists: Vec<_> = points
        .iter()
        .enumerate()
        .map(|(i, point)| (i, center.dist2(point)))
        .collect();

    dists.sort_unstable_by(|&(_, da), &(_, db)| da.partial_cmp(&db).unwrap());

    let mut hull = Hull::new(n, center, i0, i1, i2, points);

    for (k, &(i, _)) in dists.iter().enumerate() {
        let p = &points[i];

        // skip near-duplicates
        if k > 0 && p.nearly_equals(&points[dists[k - 1].0]) {
            continue;
        }
        // skip seed triangle points
        if i == i0 || i == i1 || i == i2 {
            continue;
        }

        // find a visible edge on the convex hull using edge hash
        let (mut e, walk_back) = hull.find_visible_edge(p, points);
        if e == EMPTY {
            continue; // likely a near-duplicate point; skip it
        }

        // add the first triangle from the point
        let t = triangulation.add_triangle(e, i, hull.next[e], EMPTY, EMPTY, hull.tri[e]);

        // recursively flip triangles from the point until they satisfy the Delaunay condition
        hull.tri[i] = triangulation.legalize(t + 2, points, &mut hull);
        hull.tri[e] = t; // keep track of boundary triangles on the hull

        // walk forward through the hull, adding more triangles and flipping recursively
        let mut n = hull.next[e];
        loop {
            let q = hull.next[n];
            if !p.orient(&points[n], &points[q]) {
                break;
            }
            let t = triangulation.add_triangle(n, i, q, hull.tri[i], EMPTY, hull.tri[n]);
            hull.tri[i] = triangulation.legalize(t + 2, points, &mut hull);
            hull.next[n] = EMPTY; // mark as removed
            n = q;
        }

        // walk backward from the other side, adding more triangles and flipping
        if walk_back {
            loop {
                let q = hull.prev[e];
                if !p.orient(&points[q], &points[e]) {
                    break;
                }
                let t = triangulation.add_triangle(q, i, e, EMPTY, hull.tri[e], hull.tri[q]);
                triangulation.legalize(t + 2, points, &mut hull);
                hull.tri[q] = t;
                hull.next[e] = EMPTY; // mark as removed
                e = q;
            }
        }

        // update the hull indices
        hull.prev[i] = e;
        hull.next[i] = n;
        hull.prev[n] = i;
        hull.next[e] = i;
        hull.start = e;

        // save the two new edges in the hash table
        hull.hash_edge(p, i);
        hull.hash_edge(&points[e], e);
    }

    // expose hull as a vector of point indices
    let mut e = hull.start;
    loop {
        triangulation.hull.push(e);
        e = hull.next[e];
        if e == hull.start {
            break;
        }
    }

    triangulation.triangles.shrink_to_fit();
    triangulation.halfedges.shrink_to_fit();

    Some(triangulation)
}