geomedea 0.2.1

a geospatial data format optimized for remotely accessing a subset of planet-wide data
Documentation
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
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
use crate::feature::Feature;
use crate::packed_r_tree::{Node, PackedRTree, PackedRTreeHttpReader};
use crate::writer::{FeatureLocation, PageHeader};
use crate::{deserialize_from, serialized_size, Bounds, Header, Result};
use async_compression::tokio::bufread::ZstdDecoder;
use bytes::{Bytes, BytesMut};
use futures_util::{Stream, StreamExt};
use std::pin::Pin;
use std::task::{Context, Poll};
use streaming_http_range_client::{HttpClient, HttpRange};
use tokio::io::{AsyncRead, AsyncReadExt, BufReader, ReadBuf, Take};
use zstd::zstd_safe::WriteBuf;

#[derive(Debug)]
pub struct HttpReader {
    http_client: HttpClient,
    header: Header,
}

impl HttpReader {
    pub async fn test_reader(data: &[u8]) -> Result<Self> {
        let http_client = HttpClient::test_client(data);
        Self::new(http_client).await
    }

    pub async fn open(url: &str) -> Result<Self> {
        let http_client = HttpClient::new(url);
        Self::new(http_client).await
    }

    async fn new(mut http_client: HttpClient) -> Result<Self> {
        trace!("starting: opening http reader, reading header");

        // TODO: Figure out how big this should be
        fn estimate_index_size(levels: u32) -> usize {
            let nodes: usize = (0..levels).map(|level| 16usize.pow(level)).sum();
            nodes * Node::serialized_size()
        }

        let overfetch_by = estimate_index_size(3) as u64;
        http_client
            .set_range(0..(Self::header_size() + overfetch_by))
            .await?;
        let mut header_bytes = vec![0u8; Self::header_size() as usize];

        http_client.read_exact(&mut header_bytes).await?;
        let header = deserialize_from(&*header_bytes)?;
        Ok(Self {
            http_client,
            header,
        })
    }

    // TODO: usize?
    fn header_size() -> u64 {
        let header = Header::default();
        serialized_size(&header)
            .expect("calculation of serialization size of default header should succeed")
    }

    pub async fn select_all(&mut self) -> Result<FeatureStream> {
        let mut http_client = self.http_client.split_off();

        let features_count = self.header.feature_count;
        if features_count == 0 {
            warn!("features_count == 0");
        }
        let index_size = PackedRTree::new(features_count).index_size();

        // fast forward over index, and request all the feature data.
        let feature_base = Self::header_size() + index_size;
        debug!("features_count: {features_count:?} index_size: {index_size:?} feature_base: {feature_base:?}");
        http_client
            .seek_to_range(HttpRange::RangeFrom(feature_base..))
            .await?;

        let select_all = SelectAll::new(features_count);
        let stream = Selection::SelectAll(select_all)
            .into_feature_buffer_stream(self.header.is_compressed, http_client)
            .await?;
        Ok(FeatureStream::new(stream))
    }

    pub async fn select_bbox(&mut self, bounds: &Bounds) -> Result<FeatureStream> {
        let http_client = self.http_client.split_off();

        let feature_count = self.header.feature_count;
        if feature_count == 0 {
            warn!("features_count == 0");
        }
        debug!("feature_count: {feature_count:?}");
        let index_starting_offset = Self::header_size();

        let mut index_reader =
            PackedRTreeHttpReader::new(feature_count, http_client, index_starting_offset);
        let feature_locations = index_reader.select_bbox(bounds).await?;
        let feature_start = index_starting_offset + index_reader.tree().index_size();
        let http_client = index_reader.into_http_client();
        debug!("feature_locations: {feature_locations:?}");

        let select_bbox = SelectBbox::new(feature_start, Box::new(feature_locations.into_iter()));
        let stream = Selection::SelectBbox(select_bbox)
            .into_feature_buffer_stream(self.header.is_compressed, http_client)
            .await?;
        Ok(FeatureStream::new(stream))
    }

    pub fn http_client(&self) -> &HttpClient {
        &self.http_client
    }
    pub fn header(&self) -> &Header {
        &self.header
    }
}

struct SelectAll {
    features_left_in_document: u64,
}

struct SelectBbox {
    feature_start: u64,
    feature_locations: Box<dyn Iterator<Item = FeatureLocation>>,
}

impl SelectBbox {
    fn new(
        feature_start: u64,
        feature_locations: Box<dyn Iterator<Item = FeatureLocation>>,
    ) -> Self {
        Self {
            feature_locations,
            feature_start,
        }
    }
}

struct AsyncPageReader {
    current_page: Option<CurrentPage>,
    is_compressed: bool,
}

#[derive(Debug)]
struct CurrentPage {
    /// None before current page is set
    page_starting_offset: Option<u64>,
    page_decoder: Box<dyn AsyncPageDecoder>,
}

#[async_trait::async_trait]
trait AsyncPageDecoder: std::fmt::Debug + AsyncRead + Unpin {
    fn was_read_to_end(&self) -> bool;
    async fn ff_to_feature_offset(&mut self, offset_within_page: u32) -> Result<()>;
    fn into_inner(self: Box<Self>) -> HttpClient;
}

#[derive(Debug)]
struct ZstdPageDecoder {
    zstd_decoder: Take<ZstdDecoder<BufReader<Take<HttpClient>>>>,
    decoded_page_length: u32,
}

impl ZstdPageDecoder {
    fn new(http_client: Take<HttpClient>, decoded_page_length: u32) -> Self {
        // TODO: implement BufReader for http_client?
        let buffered = BufReader::new(http_client);
        let zstd_decoder = ZstdDecoder::new(buffered).take(decoded_page_length as u64);
        Self {
            decoded_page_length,
            zstd_decoder,
        }
    }

    fn offset_within_page(&self) -> u32 {
        self.decoded_page_length - self.zstd_decoder.limit() as u32
    }
}

impl AsyncRead for ZstdPageDecoder {
    fn poll_read(
        mut self: Pin<&mut Self>,
        cx: &mut Context<'_>,
        buf: &mut ReadBuf<'_>,
    ) -> Poll<std::io::Result<()>> {
        Pin::new(&mut self.zstd_decoder).poll_read(cx, buf)
    }
}

#[async_trait::async_trait]
impl AsyncPageDecoder for ZstdPageDecoder {
    async fn ff_to_feature_offset(&mut self, offset_within_page: u32) -> Result<()> {
        assert!(
            offset_within_page >= self.offset_within_page(),
            "shouldn't rewind"
        );
        let distance = offset_within_page - self.offset_within_page();
        let skipped = tokio::io::copy(
            &mut (&mut self.zstd_decoder).take(distance as u64),
            &mut tokio::io::sink(),
        )
        .await?;
        assert_eq!(skipped, distance as u64);
        Ok(())
    }

    fn was_read_to_end(&self) -> bool {
        self.zstd_decoder.get_ref().get_ref().buffer().is_empty() && self.zstd_decoder.limit() == 0
    }

    fn into_inner(self: Box<Self>) -> HttpClient {
        self.zstd_decoder
            .into_inner()
            .into_inner()
            .into_inner()
            .into_inner()
    }
}

#[derive(Debug)]
struct UncompressedPageDecoder {
    inner: Take<HttpClient>,
    encoded_page_length: u32,
}

impl UncompressedPageDecoder {
    fn new(inner: Take<HttpClient>) -> Self {
        Self {
            encoded_page_length: inner.limit() as u32,
            inner,
        }
    }

    fn offset_within_page(&self) -> u32 {
        self.encoded_page_length - self.inner.limit() as u32
    }
}

#[async_trait::async_trait]
impl AsyncPageDecoder for UncompressedPageDecoder {
    async fn ff_to_feature_offset(&mut self, offset_within_page: u32) -> Result<()> {
        assert!(
            offset_within_page >= self.offset_within_page(),
            "shouldn't rewind"
        );
        let distance = offset_within_page - self.offset_within_page();
        let skipped = tokio::io::copy(
            &mut (&mut self.inner).take(distance as u64),
            &mut tokio::io::sink(),
        )
        .await?;
        assert_eq!(skipped, distance as u64);
        Ok(())
    }

    fn was_read_to_end(&self) -> bool {
        self.inner.limit() == 0
    }

    fn into_inner(self: Box<Self>) -> HttpClient {
        self.inner.into_inner()
    }
}

impl AsyncRead for UncompressedPageDecoder {
    fn poll_read(
        mut self: Pin<&mut Self>,
        cx: &mut Context<'_>,
        buf: &mut ReadBuf<'_>,
    ) -> Poll<std::io::Result<()>> {
        Pin::new(&mut self.inner).poll_read(cx, buf)
    }
}

fn new_page_decoder(
    inner: Take<HttpClient>,
    is_compressed: bool,
    decoded_page_length: u32,
) -> Box<dyn AsyncPageDecoder> {
    if is_compressed {
        Box::new(ZstdPageDecoder::new(inner, decoded_page_length))
    } else {
        Box::new(UncompressedPageDecoder::new(inner))
    }
}

impl AsyncPageReader {
    fn new(is_compressed: bool, reader: HttpClient) -> Self {
        // "fake" initial page decoder with an empty reader.
        let page_decoder = new_page_decoder(reader.take(0), is_compressed, 0);

        let current_page = Some(CurrentPage {
            page_starting_offset: None,
            page_decoder,
        });

        Self {
            current_page,
            is_compressed,
        }
    }

    async fn ff_to_location(
        &mut self,
        feature_start: u64,
        location: FeatureLocation,
    ) -> Result<()> {
        // TODO be smarter about this.
        let overfetch = 512_000;

        // First get to the right page.
        let (mut page_decoder, page_starting_offset) = match self
            .current_page
            .take()
            .expect("current_page is always replaced")
        {
            CurrentPage {
                page_decoder,
                page_starting_offset: None,
            } => {
                debug!("first content read - we haven't started any page yet.");
                let mut http_client: HttpClient = page_decoder.into_inner();
                let page_header_start = feature_start + location.page_starting_offset;

                debug!("page_header overfetch: {overfetch:?}");
                let page_header_end = page_header_start + PageHeader::serialized_size() as u64;
                let page_header_range = HttpRange::Range(page_header_start..page_header_end);
                if http_client.contains(&page_header_range) {
                    http_client.seek_to_range(page_header_range).await?;
                } else {
                    let page_header_range =
                        HttpRange::Range(page_header_start..page_header_end + overfetch);
                    http_client.seek_to_range(page_header_range).await?;
                }

                let mut bytes = vec![0; PageHeader::serialized_size()];
                http_client.read_exact(&mut bytes).await?;
                let page_header: PageHeader = deserialize_from(&*bytes)?;

                let page_content_end = page_header_end + page_header.encoded_page_length() as u64;
                let page_content_range = HttpRange::Range(page_header_end..page_content_end);
                if http_client.contains(&page_content_range) {
                    http_client.seek_to_range(page_content_range).await?;
                } else {
                    let page_content_range =
                        HttpRange::Range(page_header_end..page_content_end + overfetch);
                    http_client.seek_to_range(page_content_range).await?;
                }
                (
                    new_page_decoder(
                        http_client.take(page_header.encoded_page_length() as u64),
                        self.is_compressed,
                        page_header.decoded_page_length(),
                    ),
                    location.page_starting_offset,
                )
            }
            CurrentPage {
                page_decoder,
                page_starting_offset: Some(page_starting_offset),
            } if page_starting_offset == location.page_starting_offset => {
                trace!("We've already started reading into the correct page.");
                (page_decoder, page_starting_offset)
            }
            CurrentPage {
                page_decoder,
                page_starting_offset: Some(page_starting_offset),
            } => {
                debug!(
                    "We're currently reading an earlier page, and need to fast forward to the proper page."
                );
                assert!(
                    location.page_starting_offset > page_starting_offset,
                    "Trying to fast forward to page {location:?} from current page with starting offset {page_starting_offset}"
                );
                let mut http_client: HttpClient = page_decoder.into_inner();
                let page_header_start = feature_start + location.page_starting_offset;
                let page_header_end = page_header_start + PageHeader::serialized_size() as u64;

                let page_header_range = HttpRange::Range(page_header_start..page_header_end);
                if http_client.contains(&page_header_range) {
                    http_client.seek_to_range(page_header_range).await?;
                } else {
                    let page_header_range =
                        HttpRange::Range(page_header_start..page_header_end + overfetch);
                    http_client.seek_to_range(page_header_range).await?;
                }

                let mut bytes = vec![0; PageHeader::serialized_size()];
                http_client.read_exact(&mut bytes).await?;
                let page_header: PageHeader = deserialize_from(&*bytes)?;

                let page_content_end = page_header_end + page_header.encoded_page_length() as u64;
                let page_content_range = HttpRange::Range(page_header_end..page_content_end);
                if http_client.contains(&page_content_range) {
                    http_client.seek_to_range(page_content_range).await?;
                } else {
                    let page_content_range =
                        HttpRange::Range(page_header_end..page_content_end + overfetch);
                    http_client.seek_to_range(page_content_range).await?;
                }
                (
                    new_page_decoder(
                        http_client.take(page_header.encoded_page_length() as u64),
                        self.is_compressed,
                        page_header.decoded_page_length(),
                    ),
                    location.page_starting_offset,
                )
            }
        };

        page_decoder
            .ff_to_feature_offset(location.feature_offset)
            .await?;

        self.current_page = Some(CurrentPage {
            page_decoder,
            page_starting_offset: Some(page_starting_offset),
        });
        Ok(())
    }

    fn current_page_was_read_to_end(&self) -> bool {
        let curent_page = self
            .current_page
            .as_ref()
            .expect("always replaced or poisoned");
        curent_page.page_decoder.was_read_to_end()
    }

    async fn next_page(&mut self) -> Result<()> {
        assert!(self.current_page_was_read_to_end());
        let CurrentPage {
            page_starting_offset: _,
            page_decoder,
        } = self.current_page.take().expect("always replaced");

        let mut http_client: HttpClient = page_decoder.into_inner();

        let mut page_header_buffer = vec![0u8; PageHeader::serialized_size()];
        // TODO poison on error
        http_client.read_exact(&mut page_header_buffer).await?;

        let next_page_header: PageHeader = deserialize_from(&*page_header_buffer)?;
        // dbg!(&next_page_header);
        let reader = http_client.take(next_page_header.encoded_page_length() as u64);
        let next_page_decoder = new_page_decoder(
            reader,
            self.is_compressed,
            next_page_header.decoded_page_length(),
        );

        self.current_page = Some(CurrentPage {
            page_starting_offset: None, // FIXME: Do I care? Maybe I will for SelectBBox Does this need to be on pageHeader, or I can use CountingReader
            page_decoder: next_page_decoder,
        });
        Ok(())
    }
}

impl AsyncRead for AsyncPageReader {
    fn poll_read(
        mut self: Pin<&mut Self>,
        cx: &mut Context<'_>,
        buf: &mut ReadBuf<'_>,
    ) -> Poll<std::io::Result<()>> {
        let CurrentPage {
            mut page_decoder,
            page_starting_offset,
        } = self
            .current_page
            .take()
            .expect("current_page is always replaced");

        let poll_result = Pin::new(&mut page_decoder).poll_read(cx, buf);

        self.current_page = Some(CurrentPage {
            page_decoder,
            page_starting_offset,
        });

        poll_result
    }
}

impl SelectAll {
    fn new(features_left: u64) -> Self {
        // let mut page_header_buffer = vec![0u8; PageHeader::serialized_size()];
        // http_client.read_exact(&mut page_header_buffer).await?;
        // let page_header: PageHeader = deserialize_from(&*page_header_buffer)?;
        Self {
            features_left_in_document: features_left,
        }
    }
}

enum Selection {
    SelectAll(SelectAll),
    SelectBbox(SelectBbox),
}

impl Selection {
    pub async fn into_feature_buffer_stream(
        mut self,
        is_compressed: bool,
        http_client: HttpClient,
    ) -> Result<impl Stream<Item = Result<Bytes>>> {
        let mut page_reader = AsyncPageReader::new(is_compressed, http_client);
        let stream = async_stream::try_stream! {
            loop {
                match self.next_feature_buffer(&mut page_reader).await? {
                    None => break,
                    Some(feature) => {
                        yield feature
                    }
                }
            }
        };
        Ok(Box::pin(stream))
    }

    async fn next_feature_buffer(
        &mut self,
        page_reader: &mut AsyncPageReader,
    ) -> Result<Option<Bytes>> {
        trace!("");
        match self {
            Selection::SelectAll(select_all) => {
                if select_all.features_left_in_document == 0 {
                    debug_assert!(page_reader.read_u8().await.is_err(), "should be empty");
                    return Ok(None);
                }

                if page_reader.current_page_was_read_to_end() {
                    page_reader.next_page().await?;
                }

                select_all.features_left_in_document -= 1;
            }
            Selection::SelectBbox(select_bbox) => {
                let Some(next_location) = select_bbox.feature_locations.next() else {
                    return Ok(None);
                };

                page_reader
                    .ff_to_location(select_bbox.feature_start, next_location)
                    .await?;
            }
        }

        let mut len_bytes = [0u8; 8];
        page_reader.read_exact(&mut len_bytes).await?;
        let feature_len = u64::from_le_bytes(len_bytes);

        let mut feature_buffer = BytesMut::zeroed(feature_len as usize);
        // Error is on this next line:
        page_reader.read_exact(&mut feature_buffer).await?;

        Ok(Some(feature_buffer.freeze()))
    }
}

pub struct FeatureStream<'a> {
    inner: Box<dyn Stream<Item = Result<Feature>> + Unpin + 'a>,
}

impl<'a> FeatureStream<'a> {
    fn new(stream: impl Stream<Item = Result<Bytes>> + Unpin + 'a) -> Self {
        let inner = stream.map(move |feature_buffer| {
            let feature = deserialize_from::<_, Feature>(feature_buffer?.as_slice())?;
            trace!("yielding feature: {feature:?}");
            Ok(feature)
        });
        Self {
            inner: Box::new(inner),
        }
    }
}

impl Stream for FeatureStream<'_> {
    type Item = Result<Feature>;

    fn poll_next(mut self: Pin<&mut Self>, cx: &mut Context<'_>) -> Poll<Option<Self::Item>> {
        Pin::new(&mut self.inner).poll_next(cx)
    }
}

#[cfg(test)]
mod test {
    use super::*;
    use crate::feature::PropertyValue;
    use crate::{ensure_logging, wkt, Geometry, LngLat};

    #[tokio::test]
    async fn select_all_uncompressed() {
        select_all(false).await
    }

    #[tokio::test]
    async fn select_all_compressed() {
        select_all(true).await
    }

    async fn select_all(is_compressed: bool) {
        ensure_logging();
        let bytes = crate::test_data::small_pages(4, is_compressed);

        let mut reader = HttpReader::test_reader(&bytes).await.unwrap();
        let mut stream = reader.select_all().await.unwrap();

        let first_feature = stream.next().await.unwrap().unwrap();
        let Geometry::Point(point) = first_feature.geometry() else {
            panic!("unexpected geometry");
        };
        let expected = wkt!(POINT(3 3));
        assert_eq!(point, &expected);
        assert_eq!(
            &PropertyValue::String("prop-3".to_string()),
            first_feature.property("name").unwrap()
        );

        let remainder: Vec<_> = stream.collect().await;
        let remainder: Vec<Feature> = remainder.into_iter().collect::<Result<Vec<_>>>().unwrap();
        assert_eq!(remainder.len(), 3);

        let stream = reader.select_all().await.unwrap();
        let remainder: Vec<_> = stream.collect().await;
        let remainder: Vec<Feature> = remainder.into_iter().collect::<Result<Vec<_>>>().unwrap();
        assert_eq!(remainder.len(), 4);
    }

    #[tokio::test]
    async fn bbox_uncompressed() {
        bbox(false).await
    }

    #[tokio::test]
    async fn bbox_compressed() {
        bbox(true).await
    }

    async fn bbox(is_compressed: bool) {
        ensure_logging();

        let bytes = crate::test_data::small_pages(4, is_compressed);

        let mut reader = HttpReader::test_reader(&bytes).await.unwrap();
        let bounds = wkt!(RECT(1 1,3 3));
        let mut stream = reader.select_bbox(&bounds).await.unwrap();

        let next = stream.next().await.unwrap().unwrap();
        assert_eq!(next.geometry(), &wkt!(POINT(3 3)).into());

        let next = stream.next().await.unwrap().unwrap();
        assert_eq!(next.geometry(), &wkt!(POINT(2 2)).into());

        let next = stream.next().await.unwrap().unwrap();
        assert_eq!(next.geometry(), &wkt!(POINT(1 1)).into());

        assert!(stream.next().await.transpose().unwrap().is_none());

        let mut reader = HttpReader::test_reader(&bytes).await.unwrap();
        let stream = reader.select_bbox(&bounds).await.unwrap();
        let remainder: Vec<_> = stream.collect().await;
        let remainder: Vec<Feature> = remainder.into_iter().collect::<Result<Vec<_>>>().unwrap();
        assert_eq!(remainder.len(), 3);
    }

    #[tokio::test]
    async fn bbox_larger_file() {
        ensure_logging();

        let bytes = std::fs::read("../test_fixtures/USCounties-compressed.geomedea").unwrap();
        let mut reader = HttpReader::test_reader(&bytes).await.unwrap();
        let bounds =
            Bounds::from_corners(&LngLat::degrees(-86.0, 10.0), &LngLat::degrees(-85.0, 40.0));
        let mut features = reader.select_bbox(&bounds).await.unwrap();
        let mut count = 0;
        while let Some(feature) = features.next().await.transpose().unwrap() {
            let Geometry::MultiPolygon(_multi_polygon) = feature.geometry() else {
                panic!("expected MultiPolygon, got {:?}", feature.geometry());
            };
            count += 1;
        }
        assert_eq!(count, 140);
    }
}