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
/*!
Postings module (also called inverted index)
*/

/// Postings module
///
/// Postings, also called inverted lists, is the key datastructure
/// to full-text search.

mod postings;
mod recorder;
mod serializer;
mod postings_writer;
mod term_info;
mod vec_postings;
mod segment_postings;
mod intersection;
mod docset;

pub use self::docset::{DocSet, SkipResult};
use self::recorder::{NothingRecorder, Recorder, TFAndPositionRecorder, TermFrequencyRecorder};
pub use self::serializer::{FieldSerializer, InvertedIndexSerializer};
pub(crate) use self::postings_writer::MultiFieldPostingsWriter;

pub use self::term_info::TermInfo;
pub use self::postings::Postings;

#[cfg(test)]
pub use self::vec_postings::VecPostings;

pub use self::segment_postings::{BlockSegmentPostings, SegmentPostings};
pub use self::intersection::IntersectionDocSet;
pub use common::HasLen;

pub(crate) type UnorderedTermId = usize;

#[cfg(test)]
mod tests {

    use super::*;
    use schema::{Document, SchemaBuilder, Term, INT_INDEXED, STRING, TEXT};
    use core::SegmentComponent;
    use indexer::SegmentWriter;
    use core::SegmentReader;
    use core::Index;
    use schema::IndexRecordOption;
    use std::iter;
    use datastruct::stacker::Heap;
    use fastfield::FastFieldReader;
    use query::TermQuery;
    use schema::Field;
    use test::{self, Bencher};
    use indexer::operation::AddOperation;
    use tests;
    use rand::{Rng, SeedableRng, XorShiftRng};

    #[test]
    pub fn test_position_write() {
        let mut schema_builder = SchemaBuilder::default();
        let text_field = schema_builder.add_text_field("text", TEXT);
        let schema = schema_builder.build();
        let index = Index::create_in_ram(schema);
        let mut segment = index.new_segment();
        let mut posting_serializer = InvertedIndexSerializer::open(&mut segment).unwrap();
        {
            let mut field_serializer = posting_serializer.new_field(text_field).unwrap();
            field_serializer.new_term("abc".as_bytes()).unwrap();
            for doc_id in 0u32..120u32 {
                let delta_positions = vec![1, 2, 3, 2];
                field_serializer
                    .write_doc(doc_id, 2, &delta_positions)
                    .unwrap();
            }
            field_serializer.close_term().unwrap();
        }
        posting_serializer.close().unwrap();
        let read = segment.open_read(SegmentComponent::POSITIONS).unwrap();
        assert!(read.len() <= 140);
    }

    #[test]
    pub fn test_skip_positions() {
        let mut schema_builder = SchemaBuilder::new();
        let title = schema_builder.add_text_field("title", TEXT);
        let schema = schema_builder.build();
        let index = Index::create_in_ram(schema);
        let mut index_writer = index.writer_with_num_threads(1, 30_000_000).unwrap();
        index_writer.add_document(doc!(title => r#"abc abc abc"#));
        index_writer.add_document(doc!(title => r#"abc be be be be abc"#));
        for _ in 0..1_000 {
            index_writer.add_document(doc!(title => r#"abc abc abc"#));
        }
        index_writer.add_document(doc!(title => r#"abc be be be be abc"#));
        index_writer.commit().unwrap();
        index.load_searchers().unwrap();
        let searcher = index.searcher();
        let query = TermQuery::new(
            Term::from_field_text(title, "abc"),
            IndexRecordOption::WithFreqsAndPositions,
        );
        let weight = query.specialized_weight(&*searcher);
        {
            let mut scorer = weight
                .specialized_scorer(searcher.segment_reader(0u32))
                .unwrap();
            scorer.advance();
            assert_eq!(&[0, 1, 2], scorer.postings().positions());
            scorer.advance();
            assert_eq!(&[0, 5], scorer.postings().positions());
        }
        {
            let mut scorer = weight
                .specialized_scorer(searcher.segment_reader(0u32))
                .unwrap();
            scorer.advance();
            scorer.advance();
            assert_eq!(&[0, 5], scorer.postings().positions());
        }
        {
            let mut scorer = weight
                .specialized_scorer(searcher.segment_reader(0u32))
                .unwrap();
            assert_eq!(scorer.skip_next(1), SkipResult::Reached);
            assert_eq!(scorer.doc(), 1);
            assert_eq!(&[0, 5], scorer.postings().positions());
        }
        {
            let mut scorer = weight
                .specialized_scorer(searcher.segment_reader(0u32))
                .unwrap();
            assert_eq!(scorer.skip_next(1002), SkipResult::Reached);
            assert_eq!(scorer.doc(), 1002);
            assert_eq!(&[0, 5], scorer.postings().positions());
        }
        {
            let mut scorer = weight
                .specialized_scorer(searcher.segment_reader(0u32))
                .unwrap();
            assert_eq!(scorer.skip_next(100), SkipResult::Reached);
            assert_eq!(scorer.skip_next(1002), SkipResult::Reached);
            assert_eq!(scorer.doc(), 1002);
            assert_eq!(&[0, 5], scorer.postings().positions());
        }
    }

    #[test]
    pub fn test_position_and_fieldnorm1() {
        let mut schema_builder = SchemaBuilder::default();
        let text_field = schema_builder.add_text_field("text", TEXT);
        let schema = schema_builder.build();
        let index = Index::create_in_ram(schema.clone());
        let segment = index.new_segment();

        let heap = Heap::with_capacity(10_000_000);
        {
            let mut segment_writer =
                SegmentWriter::for_segment(&heap, 18, segment.clone(), &schema).unwrap();
            {
                let mut doc = Document::default();
                // checking that position works if the field has two values
                doc.add_text(text_field, "a b a c a d a a.");
                doc.add_text(text_field, "d d d d a");
                let op = AddOperation {
                    opstamp: 0u64,
                    document: doc,
                };
                segment_writer.add_document(op, &schema).unwrap();
            }
            {
                let mut doc = Document::default();
                doc.add_text(text_field, "b a");
                let op = AddOperation {
                    opstamp: 1u64,
                    document: doc,
                };
                segment_writer.add_document(op, &schema).unwrap();
            }
            for i in 2..1000 {
                let mut doc = Document::default();
                let mut text = iter::repeat("e ").take(i).collect::<String>();
                text.push_str(" a");
                doc.add_text(text_field, &text);
                let op = AddOperation {
                    opstamp: 2u64,
                    document: doc,
                };
                segment_writer.add_document(op, &schema).unwrap();
            }
            segment_writer.finalize().unwrap();
        }
        {
            let segment_reader = SegmentReader::open(&segment).unwrap();
            {
                let fieldnorm_reader = segment_reader.get_fieldnorms_reader(text_field).unwrap();
                assert_eq!(fieldnorm_reader.get(0), 8 + 5);
                assert_eq!(fieldnorm_reader.get(1), 2);
                for i in 2..1000 {
                    assert_eq!(fieldnorm_reader.get(i), (i + 1) as u64);
                }
            }
            {
                let term_a = Term::from_field_text(text_field, "abcdef");
                assert!(
                    segment_reader
                        .inverted_index(term_a.field())
                        .read_postings(&term_a, IndexRecordOption::WithFreqsAndPositions)
                        .is_none()
                );
            }
            {
                let term_a = Term::from_field_text(text_field, "a");
                let mut postings_a = segment_reader
                    .inverted_index(term_a.field())
                    .read_postings(&term_a, IndexRecordOption::WithFreqsAndPositions)
                    .unwrap();
                assert_eq!(postings_a.len(), 1000);
                assert!(postings_a.advance());
                assert_eq!(postings_a.doc(), 0);
                assert_eq!(postings_a.term_freq(), 6);
                assert_eq!(postings_a.positions(), [0, 2, 4, 6, 7, 13]);
                assert_eq!(postings_a.positions(), [0, 2, 4, 6, 7, 13]);
                assert!(postings_a.advance());
                assert_eq!(postings_a.doc(), 1u32);
                assert_eq!(postings_a.term_freq(), 1);
                for i in 2u32..1000u32 {
                    assert!(postings_a.advance());
                    assert_eq!(postings_a.term_freq(), 1);
                    assert_eq!(postings_a.positions(), [i]);
                    assert_eq!(postings_a.doc(), i);
                }
                assert!(!postings_a.advance());
            }
            {
                let term_e = Term::from_field_text(text_field, "e");
                let mut postings_e = segment_reader
                    .inverted_index(term_e.field())
                    .read_postings(&term_e, IndexRecordOption::WithFreqsAndPositions)
                    .unwrap();
                assert_eq!(postings_e.len(), 1000 - 2);
                for i in 2u32..1000u32 {
                    assert!(postings_e.advance());
                    assert_eq!(postings_e.term_freq(), i);
                    let positions = postings_e.positions();
                    assert_eq!(positions.len(), i as usize);
                    for j in 0..positions.len() {
                        assert_eq!(positions[j], (j as u32));
                    }
                    assert_eq!(postings_e.doc(), i);
                }
                assert!(!postings_e.advance());
            }
        }
    }

    #[test]
    pub fn test_position_and_fieldnorm2() {
        let mut schema_builder = SchemaBuilder::default();
        let text_field = schema_builder.add_text_field("text", TEXT);
        let schema = schema_builder.build();
        let index = Index::create_in_ram(schema);
        {
            let mut index_writer = index.writer_with_num_threads(1, 40_000_000).unwrap();
            {
                let mut doc = Document::default();
                doc.add_text(text_field, "g b b d c g c");
                index_writer.add_document(doc);
            }
            {
                let mut doc = Document::default();
                doc.add_text(text_field, "g a b b a d c g c");
                index_writer.add_document(doc);
            }
            assert!(index_writer.commit().is_ok());
        }
        index.load_searchers().unwrap();
        let term_query = TermQuery::new(
            Term::from_field_text(text_field, "a"),
            IndexRecordOption::Basic,
        );
        let searcher = index.searcher();
        let mut term_weight = term_query.specialized_weight(&*searcher);
        term_weight.index_record_option = IndexRecordOption::WithFreqsAndPositions;
        let segment_reader = &searcher.segment_readers()[0];
        let mut term_scorer = term_weight.specialized_scorer(segment_reader).unwrap();
        assert!(term_scorer.advance());
        assert_eq!(term_scorer.doc(), 1u32);
        assert_eq!(term_scorer.postings().positions(), &[1u32, 4]);
    }

    #[test]
    fn test_skip_next() {
        let term_0 = Term::from_field_u64(Field(0), 0);
        let term_1 = Term::from_field_u64(Field(0), 1);
        let term_2 = Term::from_field_u64(Field(0), 2);

        let num_docs = 300u32;

        let index = {
            let mut schema_builder = SchemaBuilder::default();
            let value_field = schema_builder.add_u64_field("value", INT_INDEXED);
            let schema = schema_builder.build();

            let index = Index::create_in_ram(schema);
            {
                let mut index_writer = index.writer_with_num_threads(1, 40_000_000).unwrap();
                for i in 0..num_docs {
                    let mut doc = Document::default();
                    doc.add_u64(value_field, 2);
                    doc.add_u64(value_field, (i % 2) as u64);

                    index_writer.add_document(doc);
                }
                assert!(index_writer.commit().is_ok());
            }
            index.load_searchers().unwrap();

            index
        };
        let searcher = index.searcher();
        let segment_reader = searcher.segment_reader(0);

        // check that the basic usage works
        for i in 0..num_docs - 1 {
            for j in i + 1..num_docs {
                let mut segment_postings = segment_reader
                    .inverted_index(term_2.field())
                    .read_postings(&term_2, IndexRecordOption::Basic)
                    .unwrap();

                assert_eq!(segment_postings.skip_next(i), SkipResult::Reached);
                assert_eq!(segment_postings.doc(), i);

                assert_eq!(segment_postings.skip_next(j), SkipResult::Reached);
                assert_eq!(segment_postings.doc(), j);
            }
        }

        {
            let mut segment_postings = segment_reader
                .inverted_index(term_2.field())
                .read_postings(&term_2, IndexRecordOption::Basic)
                .unwrap();

            // check that `skip_next` advances the iterator
            assert!(segment_postings.advance());
            assert_eq!(segment_postings.doc(), 0);

            assert_eq!(segment_postings.skip_next(1), SkipResult::Reached);
            assert_eq!(segment_postings.doc(), 1);

            assert_eq!(segment_postings.skip_next(1), SkipResult::OverStep);
            assert_eq!(segment_postings.doc(), 2);

            // check that going beyond the end is handled
            assert_eq!(segment_postings.skip_next(num_docs), SkipResult::End);
        }

        // check that filtering works
        {
            let mut segment_postings = segment_reader
                .inverted_index(term_0.field())
                .read_postings(&term_0, IndexRecordOption::Basic)
                .unwrap();

            for i in 0..num_docs / 2 {
                assert_eq!(segment_postings.skip_next(i * 2), SkipResult::Reached);
                assert_eq!(segment_postings.doc(), i * 2);
            }

            let mut segment_postings = segment_reader
                .inverted_index(term_0.field())
                .read_postings(&term_0, IndexRecordOption::Basic)
                .unwrap();

            for i in 0..num_docs / 2 - 1 {
                assert_eq!(segment_postings.skip_next(i * 2 + 1), SkipResult::OverStep);
                assert_eq!(segment_postings.doc(), (i + 1) * 2);
            }
        }

        // delete some of the documents
        {
            let mut index_writer = index.writer_with_num_threads(1, 40_000_000).unwrap();
            index_writer.delete_term(term_0);

            assert!(index_writer.commit().is_ok());
        }
        index.load_searchers().unwrap();

        let searcher = index.searcher();
        let segment_reader = searcher.segment_reader(0);

        // make sure seeking still works
        for i in 0..num_docs {
            let mut segment_postings = segment_reader
                .inverted_index(term_2.field())
                .read_postings(&term_2, IndexRecordOption::Basic)
                .unwrap();

            if i % 2 == 0 {
                assert_eq!(segment_postings.skip_next(i), SkipResult::OverStep);
                assert_eq!(segment_postings.doc(), i + 1);
            } else {
                assert_eq!(segment_postings.skip_next(i), SkipResult::Reached);
                assert_eq!(segment_postings.doc(), i);
            }
        }

        // now try with a longer sequence
        {
            let mut segment_postings = segment_reader
                .inverted_index(term_2.field())
                .read_postings(&term_2, IndexRecordOption::Basic)
                .unwrap();

            let mut last = 2; // start from 5 to avoid seeking to 3 twice
            let mut cur = 3;
            loop {
                match segment_postings.skip_next(cur) {
                    SkipResult::End => break,
                    SkipResult::Reached => assert_eq!(segment_postings.doc(), cur),
                    SkipResult::OverStep => assert_eq!(segment_postings.doc(), cur + 1),
                }

                let next = cur + last;
                last = cur;
                cur = next;
            }

            assert_eq!(cur, 377);
        }

        // delete everything else
        {
            let mut index_writer = index.writer_with_num_threads(1, 40_000_000).unwrap();
            index_writer.delete_term(term_1);

            assert!(index_writer.commit().is_ok());
        }
        index.load_searchers().unwrap();

        let searcher = index.searcher();
        let segment_reader = searcher.segment_reader(0);

        // finally, check that it's empty
        {
            let mut segment_postings = segment_reader
                .inverted_index(term_2.field())
                .read_postings(&term_2, IndexRecordOption::Basic)
                .unwrap();

            assert_eq!(segment_postings.skip_next(0), SkipResult::End);

            let mut segment_postings = segment_reader
                .inverted_index(term_2.field())
                .read_postings(&term_2, IndexRecordOption::Basic)
                .unwrap();

            assert_eq!(segment_postings.skip_next(num_docs), SkipResult::End);
        }
    }

    lazy_static! {
        static ref TERM_A: Term = {
            let field = Field(0);
            Term::from_field_text(field, "a")
        };
        static ref TERM_B: Term = {
            let field = Field(0);
            Term::from_field_text(field, "b")
        };
        static ref TERM_C: Term = {
            let field = Field(0);
            Term::from_field_text(field, "c")
        };
        static ref TERM_D: Term = {
            let field = Field(0);
            Term::from_field_text(field, "d")
        };
        static ref INDEX: Index = {
            let mut schema_builder = SchemaBuilder::default();
            let text_field = schema_builder.add_text_field("text", STRING);
            let schema = schema_builder.build();

            let seed: &[u32; 4] = &[1, 2, 3, 4];
            let mut rng: XorShiftRng = XorShiftRng::from_seed(*seed);

            let index = Index::create_in_ram(schema);
            let posting_list_size = 1_000_000;
            {
                let mut index_writer = index.writer_with_num_threads(1, 40_000_000).unwrap();
                for _ in 0 .. posting_list_size {
                    let mut doc = Document::default();
                    if rng.gen_weighted_bool(15) {
                        doc.add_text(text_field, "a");
                    }
                    if rng.gen_weighted_bool(10) {
                        doc.add_text(text_field, "b");
                    }
                    if rng.gen_weighted_bool(5) {
                        doc.add_text(text_field, "c");
                    }
                    if rng.gen_weighted_bool(1) {
                        doc.add_text(text_field, "d");
                    }
                    index_writer.add_document(doc);
                }
                assert!(index_writer.commit().is_ok());
            }
            index.load_searchers().unwrap();
            index
        };
    }

    #[bench]
    fn bench_segment_postings(b: &mut Bencher) {
        let searcher = INDEX.searcher();
        let segment_reader = searcher.segment_reader(0);

        b.iter(|| {
            let mut segment_postings = segment_reader
                .inverted_index(TERM_A.field())
                .read_postings(&*TERM_A, IndexRecordOption::Basic)
                .unwrap();
            while segment_postings.advance() {}
        });
    }

    #[bench]
    fn bench_segment_intersection(b: &mut Bencher) {
        let searcher = INDEX.searcher();
        let segment_reader = searcher.segment_reader(0);
        b.iter(|| {
            let segment_postings_a = segment_reader
                .inverted_index(TERM_A.field())
                .read_postings(&*TERM_A, IndexRecordOption::Basic)
                .unwrap();
            let segment_postings_b = segment_reader
                .inverted_index(TERM_B.field())
                .read_postings(&*TERM_B, IndexRecordOption::Basic)
                .unwrap();
            let segment_postings_c = segment_reader
                .inverted_index(TERM_C.field())
                .read_postings(&*TERM_C, IndexRecordOption::Basic)
                .unwrap();
            let segment_postings_d = segment_reader
                .inverted_index(TERM_D.field())
                .read_postings(&*TERM_D, IndexRecordOption::Basic)
                .unwrap();
            let mut intersection = IntersectionDocSet::from(vec![
                segment_postings_a,
                segment_postings_b,
                segment_postings_c,
                segment_postings_d,
            ]);
            while intersection.advance() {}
        });
    }

    fn bench_skip_next(p: f32, b: &mut Bencher) {
        let searcher = INDEX.searcher();
        let segment_reader = searcher.segment_reader(0);
        let docs = tests::sample(segment_reader.num_docs(), p);

        let mut segment_postings = segment_reader
            .inverted_index(TERM_A.field())
            .read_postings(&*TERM_A, IndexRecordOption::Basic)
            .unwrap();

        let mut existing_docs = Vec::new();
        segment_postings.advance();
        for doc in &docs {
            if *doc >= segment_postings.doc() {
                existing_docs.push(*doc);
                if segment_postings.skip_next(*doc) == SkipResult::End {
                    break;
                }
            }
        }

        b.iter(|| {
            let mut segment_postings = segment_reader
                .inverted_index(TERM_A.field())
                .read_postings(&*TERM_A, IndexRecordOption::Basic)
                .unwrap();
            for doc in &existing_docs {
                if segment_postings.skip_next(*doc) == SkipResult::End {
                    break;
                }
            }
        });
    }

    #[bench]
    fn bench_skip_next_p01(b: &mut Bencher) {
        bench_skip_next(0.001, b);
    }

    #[bench]
    fn bench_skip_next_p1(b: &mut Bencher) {
        bench_skip_next(0.01, b);
    }

    #[bench]
    fn bench_skip_next_p10(b: &mut Bencher) {
        bench_skip_next(0.1, b);
    }

    #[bench]
    fn bench_skip_next_p90(b: &mut Bencher) {
        bench_skip_next(0.9, b);
    }

    #[bench]
    fn bench_iterate_segment_postings(b: &mut Bencher) {
        let searcher = INDEX.searcher();
        let segment_reader = searcher.segment_reader(0);
        b.iter(|| {
            let n: u32 = test::black_box(17);
            let mut segment_postings = segment_reader
                .inverted_index(TERM_A.field())
                .read_postings(&*TERM_A, IndexRecordOption::Basic)
                .unwrap();
            let mut s = 0u32;
            while segment_postings.advance() {
                s += (segment_postings.doc() & n) % 1024;
            }
            s
        });
    }

}