ld-lucivy 0.26.1

BM25 search engine with cross-token fuzzy matching, substring search, regex, and highlights
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
use bitpacking::{BitPacker, BitPacker4x};

pub const COMPRESSION_BLOCK_SIZE: usize = BitPacker4x::BLOCK_LEN;
// in vint encoding, each byte stores 7 bits of data, so we need at most 32 / 7 = 4.57 bytes to
// store a u32 in the worst case, rounding up to 5 bytes total
const MAX_VINT_SIZE: usize = 5;
const COMPRESSED_BLOCK_MAX_SIZE: usize = COMPRESSION_BLOCK_SIZE * MAX_VINT_SIZE;

mod vint;

/// Returns the size in bytes of a compressed block, given `num_bits`.
#[inline]
pub fn compressed_block_size(num_bits: u8) -> usize {
    (num_bits as usize) * COMPRESSION_BLOCK_SIZE / 8
}

pub struct BlockEncoder {
    bitpacker: BitPacker4x,
    pub output: [u8; COMPRESSED_BLOCK_MAX_SIZE],
}

impl Default for BlockEncoder {
    fn default() -> Self {
        BlockEncoder::new()
    }
}

impl BlockEncoder {
    pub fn new() -> BlockEncoder {
        BlockEncoder {
            bitpacker: BitPacker4x::new(),
            output: [0u8; COMPRESSED_BLOCK_MAX_SIZE],
        }
    }

    pub fn compress_block_sorted(&mut self, block: &[u32], offset: u32) -> (u8, &[u8]) {
        // if offset is zero, convert it to None. This is correct as long as we do the same when
        // decompressing. It's required in case the block starts with an actual zero.
        let offset = if offset == 0u32 { None } else { Some(offset) };

        let num_bits = self.bitpacker.num_bits_strictly_sorted(offset, block);
        let written_size =
            self.bitpacker
                .compress_strictly_sorted(offset, block, &mut self.output[..], num_bits);
        (num_bits, &self.output[..written_size])
    }

    /// Compress a single block of unsorted numbers.
    ///
    /// If `minus_one_encoded` is set, each value must be >= 1, and will be encoded in a sligly
    /// more compact format. This is useful for some values where 0 isn't a correct value, such
    /// as term frequency, but isn't correct for some usages like position lists, where 0 can
    /// appear.
    pub fn compress_block_unsorted(
        &mut self,
        block: &[u32],
        minus_one_encoded: bool,
    ) -> (u8, &[u8]) {
        debug_assert!(!minus_one_encoded || !block.contains(&0));

        let mut block_minus_one = [0; COMPRESSION_BLOCK_SIZE];
        let block = if minus_one_encoded {
            for (elem_min_one, elem) in block_minus_one.iter_mut().zip(block) {
                *elem_min_one = elem - 1;
            }
            &block_minus_one
        } else {
            block
        };

        let num_bits = self.bitpacker.num_bits(block);
        let written_size = self
            .bitpacker
            .compress(block, &mut self.output[..], num_bits);
        (num_bits, &self.output[..written_size])
    }
}

#[derive(Clone)]
pub struct BlockDecoder {
    bitpacker: BitPacker4x,
    output: [u32; COMPRESSION_BLOCK_SIZE],
    pub output_len: usize,
}

impl Default for BlockDecoder {
    fn default() -> Self {
        BlockDecoder::with_val(0u32)
    }
}

impl BlockDecoder {
    pub fn with_val(val: u32) -> BlockDecoder {
        BlockDecoder {
            bitpacker: BitPacker4x::new(),
            output: [val; COMPRESSION_BLOCK_SIZE],
            output_len: 0,
        }
    }

    /// Decompress block of sorted integers.
    ///
    /// `strict_delta` depends on what encoding was used. Older version of lucivy never use strict
    /// deltas, newer versions always use them.
    pub fn uncompress_block_sorted(
        &mut self,
        compressed_data: &[u8],
        offset: u32,
        num_bits: u8,
        strict_delta: bool,
    ) -> usize {
        if strict_delta {
            let offset = std::num::NonZeroU32::new(offset).map(std::num::NonZeroU32::get);

            self.output_len = COMPRESSION_BLOCK_SIZE;
            self.bitpacker.decompress_strictly_sorted(
                offset,
                compressed_data,
                &mut self.output,
                num_bits,
            )
        } else {
            self.output_len = COMPRESSION_BLOCK_SIZE;
            self.bitpacker
                .decompress_sorted(offset, compressed_data, &mut self.output, num_bits)
        }
    }

    /// Decompress block of unsorted integers.
    ///
    /// `minus_one_encoded` depends on what encoding was used. Older version of lucivy never use
    /// that encoding. Newer version use it for some structures, but not all. See the corresponding
    /// call to `BlockEncoder::compress_block_unsorted`.
    pub fn uncompress_block_unsorted(
        &mut self,
        compressed_data: &[u8],
        num_bits: u8,
        minus_one_encoded: bool,
    ) -> usize {
        self.output_len = COMPRESSION_BLOCK_SIZE;
        let res = self
            .bitpacker
            .decompress(compressed_data, &mut self.output, num_bits);
        if minus_one_encoded {
            for val in &mut self.output {
                *val += 1;
            }
        }
        res
    }

    #[inline]
    pub fn output_array(&self) -> &[u32] {
        &self.output[..self.output_len]
    }

    /// Return in-block index of first value >= `target`.
    /// Uses the padded buffer to enable branchless search.
    #[inline]
    pub(crate) fn seek_within_block(&self, target: u32) -> usize {
        crate::postings::branchless_binary_search(&self.output, target)
    }

    #[inline]
    pub fn output(&self, idx: usize) -> u32 {
        self.output[idx]
    }
}

pub trait VIntEncoder {
    /// Compresses an array of `u32` integers,
    /// using [delta-encoding](https://en.wikipedia.org/wiki/Delta_encoding)
    /// and variable bytes encoding.
    ///
    /// The method takes an array of ints to compress, and returns
    /// a `&[u8]` representing the compressed data.
    ///
    /// The method also takes an offset to give the value of the
    /// hypothetical previous element in the delta-encoding.
    fn compress_vint_sorted(&mut self, input: &[u32], offset: u32) -> &[u8];

    /// Compresses an array of `u32` integers,
    /// using variable bytes encoding.
    ///
    /// The method takes an array of ints to compress, and returns
    /// a `&[u8]` representing the compressed data.
    fn compress_vint_unsorted(&mut self, input: &[u32]) -> &[u8];
}

pub trait VIntDecoder {
    /// Uncompress an array of `u32` integers,
    /// that were compressed using [delta-encoding](https://en.wikipedia.org/wiki/Delta_encoding)
    /// and variable bytes encoding.
    ///
    /// The method takes a number of int to decompress, and returns
    /// the amount of bytes that were read to decompress them.
    ///
    /// The method also takes an offset to give the value of the
    /// hypothetical previous element in the delta-encoding.
    ///
    /// For instance, if delta encoded are `1, 3, 9`, and the
    /// `offset` is 5, then the output will be:
    /// `5 + 1 = 6, 6 + 3= 9, 9 + 9 = 18`
    ///
    /// The value given in `padding` will be used to fill the remaining `128 - num_els` values.
    fn uncompress_vint_sorted(
        &mut self,
        compressed_data: &[u8],
        offset: u32,
        num_els: usize,
        padding: u32,
    ) -> usize;

    /// Uncompress an array of `u32s`, compressed using variable
    /// byte encoding.
    ///
    /// The method takes a number of int to decompress, and returns
    /// the amount of bytes that were read to decompress them.
    ///
    /// The value given in `padding` will be used to fill the remaining `128 - num_els` values.
    fn uncompress_vint_unsorted(
        &mut self,
        compressed_data: &[u8],
        num_els: usize,
        padding: u32,
    ) -> usize;

    fn uncompress_vint_unsorted_until_end(&mut self, compressed_data: &[u8]);
}

impl VIntEncoder for BlockEncoder {
    fn compress_vint_sorted(&mut self, input: &[u32], offset: u32) -> &[u8] {
        vint::compress_sorted(input, &mut self.output, offset)
    }

    fn compress_vint_unsorted(&mut self, input: &[u32]) -> &[u8] {
        vint::compress_unsorted(input, &mut self.output)
    }
}

impl VIntDecoder for BlockDecoder {
    fn uncompress_vint_sorted(
        &mut self,
        compressed_data: &[u8],
        offset: u32,
        num_els: usize,
        padding: u32,
    ) -> usize {
        self.output_len = num_els;
        self.output.iter_mut().for_each(|el| *el = padding);
        vint::uncompress_sorted(compressed_data, &mut self.output[..num_els], offset)
    }

    fn uncompress_vint_unsorted(
        &mut self,
        compressed_data: &[u8],
        num_els: usize,
        padding: u32,
    ) -> usize {
        self.output_len = num_els;
        self.output.iter_mut().for_each(|el| *el = padding);
        vint::uncompress_unsorted(compressed_data, &mut self.output[..num_els])
    }

    fn uncompress_vint_unsorted_until_end(&mut self, compressed_data: &[u8]) {
        let num_els = vint::uncompress_unsorted_until_end(compressed_data, &mut self.output);
        self.output_len = num_els;
    }
}

#[cfg(test)]
pub(crate) mod tests {
    use super::*;
    use crate::TERMINATED;

    #[test]
    fn test_encode_sorted_block() {
        let vals: Vec<u32> = (0u32..128u32).map(|i| i * 7).collect();
        let mut encoder = BlockEncoder::new();
        let (num_bits, compressed_data) = encoder.compress_block_sorted(&vals, 0);
        let mut decoder = BlockDecoder::default();
        {
            let consumed_num_bytes =
                decoder.uncompress_block_sorted(compressed_data, 0, num_bits, true);
            assert_eq!(consumed_num_bytes, compressed_data.len());
        }
        for i in 0..128 {
            assert_eq!(vals[i], decoder.output(i));
        }
    }

    #[test]
    fn test_encode_sorted_block_with_offset() {
        let vals: Vec<u32> = (0u32..128u32).map(|i| 11 + i * 7).collect();
        let mut encoder = BlockEncoder::default();
        let (num_bits, compressed_data) = encoder.compress_block_sorted(&vals, 10);
        let mut decoder = BlockDecoder::default();
        {
            let consumed_num_bytes =
                decoder.uncompress_block_sorted(compressed_data, 10, num_bits, true);
            assert_eq!(consumed_num_bytes, compressed_data.len());
        }
        for i in 0..128 {
            assert_eq!(vals[i], decoder.output(i));
        }
    }

    #[test]
    fn test_encode_sorted_block_with_junk() {
        let mut compressed: Vec<u8> = Vec::new();
        let n = 128;
        let vals: Vec<u32> = (0..n).map(|i| 11u32 + (i as u32) * 7u32).collect();
        let mut encoder = BlockEncoder::default();
        let (num_bits, compressed_data) = encoder.compress_block_sorted(&vals, 10);
        compressed.extend_from_slice(compressed_data);
        compressed.push(173u8);
        let mut decoder = BlockDecoder::default();
        {
            let consumed_num_bytes =
                decoder.uncompress_block_sorted(&compressed, 10, num_bits, true);
            assert_eq!(consumed_num_bytes, compressed.len() - 1);
            assert_eq!(compressed[consumed_num_bytes], 173u8);
        }
        for i in 0..n {
            assert_eq!(vals[i], decoder.output(i));
        }
    }

    #[test]
    fn test_encode_unsorted_block_with_junk() {
        for minus_one_encode in [false, true] {
            let mut compressed: Vec<u8> = Vec::new();
            let n = 128;
            let vals: Vec<u32> = (0..n).map(|i| 11u32 + (i as u32) * 7u32 % 12).collect();
            let mut encoder = BlockEncoder::default();
            let (num_bits, compressed_data) =
                encoder.compress_block_unsorted(&vals, minus_one_encode);
            compressed.extend_from_slice(compressed_data);
            compressed.push(173u8);
            let mut decoder = BlockDecoder::default();
            {
                let consumed_num_bytes =
                    decoder.uncompress_block_unsorted(&compressed, num_bits, minus_one_encode);
                assert_eq!(consumed_num_bytes + 1, compressed.len());
                assert_eq!(compressed[consumed_num_bytes], 173u8);
            }
            for i in 0..n {
                assert_eq!(vals[i], decoder.output(i));
            }
        }
    }

    #[test]
    fn test_block_decoder_initialization() {
        let block = BlockDecoder::with_val(TERMINATED);
        assert_eq!(block.output(0), TERMINATED);
    }
    #[test]
    fn test_encode_vint() {
        const PADDING_VALUE: u32 = 234_234_345u32;
        let expected_length = 154;
        let mut encoder = BlockEncoder::new();
        let input: Vec<u32> = (0u32..123u32).map(|i| 4 + i * 7 / 2).collect();
        for offset in &[0u32, 1u32, 2u32] {
            let encoded_data = encoder.compress_vint_sorted(&input, *offset);
            assert!(encoded_data.len() <= expected_length);
            let mut decoder = BlockDecoder::default();
            let consumed_num_bytes =
                decoder.uncompress_vint_sorted(encoded_data, *offset, input.len(), PADDING_VALUE);
            assert_eq!(consumed_num_bytes, encoded_data.len());
            assert_eq!(input, decoder.output_array());
            for i in input.len()..COMPRESSION_BLOCK_SIZE {
                assert_eq!(decoder.output(i), PADDING_VALUE);
            }
        }
    }

    #[test]
    fn test_compress_vint_unsorted_does_not_overflow() {
        let mut encoder = BlockEncoder::new();
        let input: Vec<u32> = vec![u32::MAX; COMPRESSION_BLOCK_SIZE];
        encoder.compress_vint_unsorted(&input);
    }
}

#[cfg(all(test, feature = "unstable"))]
mod bench {

    use rand::rngs::StdRng;
    use rand::{Rng, SeedableRng};
    use test::Bencher;

    use super::*;
    use crate::TERMINATED;

    fn generate_array_with_seed(n: usize, ratio: f64, seed_val: u8) -> Vec<u32> {
        let mut seed: [u8; 32] = [0; 32];
        seed[31] = seed_val;
        let mut rng = StdRng::from_seed(seed);
        (0u32..).filter(|_| rng.gen_bool(ratio)).take(n).collect()
    }

    pub fn generate_array(n: usize, ratio: f64) -> Vec<u32> {
        generate_array_with_seed(n, ratio, 4)
    }

    #[bench]
    fn bench_compress(b: &mut Bencher) {
        let mut encoder = BlockEncoder::new();
        let data = generate_array(COMPRESSION_BLOCK_SIZE, 0.1);
        b.iter(|| {
            encoder.compress_block_sorted(&data, 0u32);
        });
    }

    #[bench]
    fn bench_uncompress(b: &mut Bencher) {
        let mut encoder = BlockEncoder::new();
        let data = generate_array(COMPRESSION_BLOCK_SIZE, 0.1);
        let (num_bits, compressed) = encoder.compress_block_sorted(&data, 0u32);
        let mut decoder = BlockDecoder::default();
        b.iter(|| {
            decoder.uncompress_block_sorted(compressed, 0u32, num_bits, true);
        });
    }

    //#[test]
    // fn test_all_docs_compression_numbits() {
    // for expected_num_bits in 0u8.. {
    // let mut data = [0u32; 128];
    // if expected_num_bits > 0 {
    // data[0] = (1u64 << (expected_num_bits as usize) - 1) as u32;
    //}
    // let mut encoder = BlockEncoder::new();
    // let (num_bits, compressed) = encoder.compress_block_unsorted(&data);
    // assert_eq!(compressed.len(), compressed_block_size(num_bits));
    //}

    const NUM_INTS_BENCH_VINT: usize = 10;

    #[bench]
    fn bench_compress_vint(b: &mut Bencher) {
        let mut encoder = BlockEncoder::new();
        let data = generate_array(NUM_INTS_BENCH_VINT, 0.001);
        b.iter(|| {
            encoder.compress_vint_sorted(&data, 0u32);
        });
    }

    #[bench]
    fn bench_uncompress_vint(b: &mut Bencher) {
        let mut encoder = BlockEncoder::new();
        let data = generate_array(NUM_INTS_BENCH_VINT, 0.001);
        let compressed = encoder.compress_vint_sorted(&data, 0u32);
        let mut decoder = BlockDecoder::default();
        b.iter(|| {
            decoder.uncompress_vint_sorted(compressed, 0u32, NUM_INTS_BENCH_VINT, TERMINATED);
        });
    }
}