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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 917 918 919 920 921 922 923 924 925 926 927 928 929 930 931 932 933 934 935
//! Functions and types used for building a [`Compressor`] from a corpus of text.
//!
//! This module implements the logic from Algorithm 3 of the [FSST Paper].
//!
//! [FSST Paper]: https://www.vldb.org/pvldb/vol13/p2649-boncz.pdf
use std::cmp::Ordering;
use std::collections::BinaryHeap;
use crate::{
advance_8byte_word, compare_masked, lossy_pht::LossyPHT, Code, Compressor, Symbol,
FSST_CODE_BASE, FSST_CODE_MASK,
};
/// Bitmap that only works for values up to 512
#[derive(Clone, Copy, Debug, Default)]
struct CodesBitmap {
codes: [u64; 8],
}
assert_sizeof!(CodesBitmap => 64);
impl CodesBitmap {
/// Set the indicated bit. Must be between 0 and [`FSST_CODE_MASK`][crate::FSST_CODE_MASK].
pub(crate) fn set(&mut self, index: usize) {
debug_assert!(
index <= FSST_CODE_MASK as usize,
"code cannot exceed {FSST_CODE_MASK}"
);
let map = index >> 6;
self.codes[map] |= 1 << (index % 64);
}
/// Check if `index` is present in the bitmap
pub(crate) fn is_set(&self, index: usize) -> bool {
debug_assert!(
index <= FSST_CODE_MASK as usize,
"code cannot exceed {FSST_CODE_MASK}"
);
let map = index >> 6;
self.codes[map] & 1 << (index % 64) != 0
}
/// Get all codes set in this bitmap
pub(crate) fn codes(&self) -> CodesIterator {
CodesIterator {
inner: self,
index: 0,
block: self.codes[0],
reference: 0,
}
}
/// Clear the bitmap of all entries.
pub(crate) fn clear(&mut self) {
self.codes[0] = 0;
self.codes[1] = 0;
self.codes[2] = 0;
self.codes[3] = 0;
self.codes[4] = 0;
self.codes[5] = 0;
self.codes[6] = 0;
self.codes[7] = 0;
}
}
struct CodesIterator<'a> {
inner: &'a CodesBitmap,
index: usize,
block: u64,
reference: usize,
}
impl<'a> Iterator for CodesIterator<'a> {
type Item = u16;
fn next(&mut self) -> Option<Self::Item> {
// If current is zero, advance to next non-zero block
while self.block == 0 {
self.index += 1;
if self.index >= 8 {
return None;
}
self.block = self.inner.codes[self.index];
self.reference = self.index * 64;
}
// Find the next set bit in the current block.
let position = self.block.trailing_zeros() as usize;
let code = self.reference + position;
if code >= 511 {
return None;
}
// The next iteration will calculate with reference to the returned code + 1
self.reference = code + 1;
self.block = if position == 63 {
0
} else {
self.block >> (1 + position)
};
Some(code as u16)
}
}
#[derive(Debug, Clone)]
struct Counter {
/// Frequency count for each code.
counts1: Vec<usize>,
/// Frequency count for each code-pair.
counts2: Vec<usize>,
/// Bitmap index for codes that appear in counts1
code1_index: CodesBitmap,
/// Bitmap index of pairs that have been set.
///
/// `pair_index[code1].codes()` yields an iterator that can
/// be used to find all possible codes that follow `codes1`.
pair_index: Vec<CodesBitmap>,
}
const COUNTS1_SIZE: usize = (FSST_CODE_MASK + 1) as usize;
// NOTE: in Rust, creating a 1D vector of length N^2 is ~4x faster than creating a 2-D vector,
// because `vec!` has a specialization for zero.
//
// We also include +1 extra row at the end so that we can do writes into the counters without a branch
// for the first iteration.
const COUNTS2_SIZE: usize = COUNTS1_SIZE * COUNTS1_SIZE;
impl Counter {
fn new() -> Self {
let mut counts1 = Vec::with_capacity(COUNTS1_SIZE);
let mut counts2 = Vec::with_capacity(COUNTS2_SIZE);
// SAFETY: all accesses to the vector go through the bitmap to ensure no uninitialized
// data is ever read from these vectors.
unsafe {
counts1.set_len(COUNTS1_SIZE);
counts2.set_len(COUNTS2_SIZE);
}
Self {
counts1,
counts2,
code1_index: CodesBitmap::default(),
pair_index: vec![CodesBitmap::default(); COUNTS1_SIZE],
}
}
#[inline]
fn record_count1(&mut self, code1: u16) {
// If not set, we want to start at one.
let base = if self.code1_index.is_set(code1 as usize) {
self.counts1[code1 as usize]
} else {
0
};
self.counts1[code1 as usize] = base + 1;
self.code1_index.set(code1 as usize);
}
#[inline]
fn record_count2(&mut self, code1: u16, code2: u16) {
debug_assert!(code1 == FSST_CODE_MASK || self.code1_index.is_set(code1 as usize));
debug_assert!(self.code1_index.is_set(code2 as usize));
let idx = (code1 as usize) * COUNTS1_SIZE + (code2 as usize);
if self.pair_index[code1 as usize].is_set(code2 as usize) {
self.counts2[idx] += 1;
} else {
self.counts2[idx] = 1;
}
self.pair_index[code1 as usize].set(code2 as usize);
}
#[inline]
fn count1(&self, code1: u16) -> usize {
debug_assert!(self.code1_index.is_set(code1 as usize));
self.counts1[code1 as usize]
}
#[inline]
fn count2(&self, code1: u16, code2: u16) -> usize {
debug_assert!(self.code1_index.is_set(code1 as usize));
debug_assert!(self.code1_index.is_set(code2 as usize));
debug_assert!(self.pair_index[code1 as usize].is_set(code2 as usize));
let idx = (code1 as usize) * 512 + (code2 as usize);
self.counts2[idx]
}
/// Returns an ordered iterator over the codes that were observed
/// in a call to [`Self::count1`].
fn first_codes(&self) -> CodesIterator {
self.code1_index.codes()
}
/// Returns an iterator over the codes that have been observed
/// to follow `code1`.
///
/// This is the set of all values `code2` where there was
/// previously a call to `self.record_count2(code1, code2)`.
fn second_codes(&self, code1: u16) -> CodesIterator {
self.pair_index[code1 as usize].codes()
}
/// Clear the counters.
/// Note that this just touches the bitmaps and sets them all to invalid.
fn clear(&mut self) {
self.code1_index.clear();
for index in &mut self.pair_index {
index.clear();
}
}
}
/// Entrypoint for building a new `Compressor`.
pub struct CompressorBuilder {
/// Table mapping codes to symbols.
///
/// The entries 0-255 are setup in some other way here
symbols: Vec<Symbol>,
/// The number of entries in the symbol table that have been populated, not counting
/// the escape values.
n_symbols: u8,
/// Counts for number of symbols of each length.
///
/// `len_histogram[len-1]` = count of the symbols of length `len`.
len_histogram: [u8; 8],
/// Inverted index mapping 1-byte symbols to codes.
///
/// This is only used for building, not used by the final `Compressor`.
codes_one_byte: Vec<Code>,
/// Inverted index mapping 2-byte symbols to codes
codes_two_byte: Vec<Code>,
/// Lossy perfect hash table for looking up codes to symbols that are 3 bytes or more
lossy_pht: LossyPHT,
}
impl CompressorBuilder {
/// Create a new builder.
pub fn new() -> Self {
// NOTE: `vec!` has a specialization for building a new vector of `0u64`. Because Symbol and u64
// have the same bit pattern, we can allocate as u64 and transmute. If we do `vec![Symbol::EMPTY; N]`,
// that will create a new Vec and call `Symbol::EMPTY.clone()` `N` times which is considerably slower.
let symbols = vec![0u64; 511];
// SAFETY: transmute safety assured by the compiler.
let symbols: Vec<Symbol> = unsafe { std::mem::transmute(symbols) };
let mut table = Self {
symbols,
n_symbols: 0,
len_histogram: [0; 8],
codes_two_byte: Vec::with_capacity(65_536),
codes_one_byte: Vec::with_capacity(512),
lossy_pht: LossyPHT::new(),
};
// Populate the escape byte entries.
for byte in 0..=255 {
let symbol = Symbol::from_u8(byte);
table.symbols[byte as usize] = symbol;
}
// Fill codes_one_byte with pseudocodes for each byte.
for byte in 0..=255 {
// Push pseudocode for single-byte escape.
table.codes_one_byte.push(Code::new_escape(byte));
}
// Fill codes_two_byte with pseudocode of first byte
for byte1 in 0..=255 {
for _byte2 in 0..=255 {
table.codes_two_byte.push(Code::new_escape(byte1));
}
}
table
}
}
impl Default for CompressorBuilder {
fn default() -> Self {
Self::new()
}
}
impl CompressorBuilder {
/// Attempt to insert a new symbol at the end of the table.
///
/// # Panics
///
/// Panics if the table is already full.
///
/// # Returns
///
/// Returns true if the symbol was inserted successfully, or false if it conflicted
/// with an existing symbol.
pub fn insert(&mut self, symbol: Symbol, len: usize) -> bool {
assert!(self.n_symbols < 255, "cannot insert into full symbol table");
assert_eq!(len, symbol.len(), "provided len must equal symbol.len()");
if len == 2 {
// shortCodes
self.codes_two_byte[symbol.first2() as usize] =
Code::new_symbol_building(self.n_symbols, 2);
} else if len == 1 {
// byteCodes
self.codes_one_byte[symbol.first_byte() as usize] =
Code::new_symbol_building(self.n_symbols, 1);
} else {
// Symbols of 3 or more bytes go into the hash table
if !self.lossy_pht.insert(symbol, len, self.n_symbols) {
return false;
}
}
// Increment length histogram.
self.len_histogram[len - 1] += 1;
// Insert successfully stored symbol at end of the symbol table
// Note the rescaling from range [0-254] -> [256, 510].
self.symbols[256 + (self.n_symbols as usize)] = symbol;
self.n_symbols += 1;
true
}
/// Clear all set items from the compressor.
///
/// This is considerably faster than building a new Compressor from scratch for each
/// iteration of the `train` loop.
fn clear(&mut self) {
// Eliminate every observed code from the table.
for code in 0..(256 + self.n_symbols as usize) {
let symbol = self.symbols[code];
if symbol.len() == 1 {
// Reset the entry from the codes_one_byte array.
self.codes_one_byte[symbol.first_byte() as usize] =
Code::new_escape(symbol.first_byte());
} else if symbol.len() == 2 {
// Reset the entry from the codes_two_byte array.
self.codes_two_byte[symbol.first2() as usize] =
Code::new_escape(symbol.first_byte());
} else {
// Clear the hashtable entry
self.lossy_pht.remove(symbol);
}
}
// Reset len histogram
for i in 0..=7 {
self.len_histogram[i] = 0;
}
self.n_symbols = 0;
}
/// Finalizing the table is done once building is complete to prepare for efficient
/// compression.
///
/// When we finalize the table, the following modifications are made in-place:
///
/// 1. The codes are renumbered so that all symbols are ordered by length (order 23456781).
/// During this process, the two byte symbols are separated into a byte_lim and a suffix_lim,
/// so we know that we don't need to check the suffix limitations instead.
/// 2. The 1-byte symbols index is merged into the 2-byte symbols index to allow for use of only
/// a single index in front of the hash table.
///
/// # Returns
///
/// Returns the `suffix_lim`, which is the index of the two-byte code before where we know
/// there are no longer suffixies in the symbol table.
///
/// Also returns the lengths vector, which is of length `n_symbols` and contains the
/// length for each of the values.
fn finalize(&mut self) -> (u8, Vec<u8>) {
// Create a cumulative sum of each of the elements of the input line numbers.
// Do a map that includes the previously seen value as well.
// Regroup symbols based on their lengths.
// Space at the end of the symbol table reserved for the one-byte codes.
let byte_lim = self.n_symbols - self.len_histogram[0];
// Start code for each length.
// Length 1: at the end of symbol table.
// Length 2: starts at 0. Split into before/after suffixLim.
let mut codes_by_length = [0u8; 8];
codes_by_length[0] = byte_lim;
codes_by_length[1] = 0;
// codes for lengths 3..=8 start where the previous ones end.
for i in 1..7 {
codes_by_length[i + 1] = codes_by_length[i] + self.len_histogram[i];
}
// no_suffix_code is the lowest code for a symbol that does not have a longer 3+ byte
// suffix in the table.
// This value starts at 0 and extends up.
let mut no_suffix_code = 0;
// The codes that do not have a suffix begin just before the range of the 3-byte codes.
let mut has_suffix_code = codes_by_length[2];
// Assign each symbol a new code ordered by lengths, in the order
// 2(no suffix) | 2 (suffix) | 3 | 4 | 5 | 6 | 7 | 8 | 1
let mut new_codes = [0u8; FSST_CODE_BASE as usize];
let mut symbol_lens = [0u8; FSST_CODE_BASE as usize];
for i in 0..(self.n_symbols as usize) {
let symbol = self.symbols[256 + i];
let len = symbol.len();
if len == 2 {
let has_suffix = self
.symbols
.iter()
.skip(FSST_CODE_BASE as usize)
.enumerate()
.any(|(k, other)| i != k && symbol.first2() == other.first2());
if has_suffix {
// Symbols that have a longer suffix are inserted at the end of the 2-byte range
has_suffix_code -= 1;
new_codes[i] = has_suffix_code;
} else {
// Symbols that do not have a longer suffix are inserted at the start of
// the 2-byte range.
new_codes[i] = no_suffix_code;
no_suffix_code += 1;
}
} else {
// Assign new code based on the next code available for the given length symbol
new_codes[i] = codes_by_length[len - 1];
codes_by_length[len - 1] += 1;
}
// Write the symbol into the front half of the symbol table.
// We are reusing the space that was previously occupied by escapes.
self.symbols[new_codes[i] as usize] = symbol;
symbol_lens[new_codes[i] as usize] = len as u8;
}
// Truncate the symbol table to only include the "true" symbols.
self.symbols.truncate(self.n_symbols as usize);
// Rewrite the codes_one_byte table to point at the new code values.
// Replace pseudocodes with escapes.
for byte in 0..=255 {
let one_byte = self.codes_one_byte[byte];
if one_byte.extended_code() >= FSST_CODE_BASE {
let new_code = new_codes[one_byte.code() as usize];
self.codes_one_byte[byte] = Code::new_symbol(new_code, 1);
} else {
// After finalize: codes_one_byte contains the unused value
self.codes_one_byte[byte] = Code::UNUSED;
}
}
// Rewrite the codes_two_byte table to point at the new code values.
// Replace pseudocodes with escapes.
for two_bytes in 0..=65_535 {
let two_byte = self.codes_two_byte[two_bytes];
if two_byte.extended_code() >= FSST_CODE_BASE {
let new_code = new_codes[two_byte.code() as usize];
self.codes_two_byte[two_bytes] = Code::new_symbol(new_code, 2);
} else {
// The one-byte code for the given code number here...
let new_code = self.codes_one_byte[two_bytes as u8 as usize];
self.codes_two_byte[two_bytes] = new_code;
}
}
// Reset values in the hash table as well.
self.lossy_pht.renumber(&new_codes);
// Pre-compute the lengths
let mut lengths = Vec::with_capacity(self.n_symbols as usize);
for symbol in &self.symbols {
lengths.push(symbol.len() as u8);
}
(has_suffix_code, lengths)
}
/// Build into the final hash table.
pub fn build(mut self) -> Compressor {
// finalize the symbol table by inserting the codes_twobyte values into
// the relevant parts of the `codes_onebyte` set.
let (has_suffix_code, lengths) = self.finalize();
Compressor {
symbols: self.symbols,
lengths,
n_symbols: self.n_symbols,
has_suffix_code,
codes_two_byte: self.codes_two_byte,
lossy_pht: self.lossy_pht,
}
}
}
/// The number of generations used for training. This is taken from the [FSST paper].
///
/// [FSST paper]: https://www.vldb.org/pvldb/vol13/p2649-boncz.pdf
#[cfg(not(miri))]
const GENERATIONS: [usize; 5] = [8usize, 38, 68, 98, 128];
#[cfg(miri)]
const GENERATIONS: [usize; 3] = [8usize, 38, 128];
const FSST_SAMPLETARGET: usize = 1 << 14;
const FSST_SAMPLEMAX: usize = 1 << 15;
const FSST_SAMPLELINE: usize = 512;
/// Create a sample from a set of strings in the input.
///
/// Sample is constructing by copying "chunks" from the `str_in`s into the `sample_buf`, the
/// returned slices are pointers into the `sample_buf`.
///
/// SAFETY: sample_buf must be >= FSST_SAMPLEMAX bytes long. Providing something less may cause unexpected failures.
#[allow(clippy::ptr_arg)]
fn make_sample<'a, 'b: 'a>(sample_buf: &'a mut Vec<u8>, str_in: &Vec<&'b [u8]>) -> Vec<&'a [u8]> {
assert!(
sample_buf.capacity() >= FSST_SAMPLEMAX,
"sample_buf.len() < FSST_SAMPLEMAX"
);
let mut sample: Vec<&[u8]> = Vec::new();
let tot_size: usize = str_in.iter().map(|s| s.len()).sum();
if tot_size < FSST_SAMPLETARGET {
return str_in.clone();
}
let mut sample_rnd = fsst_hash(4637947);
let sample_lim = FSST_SAMPLETARGET;
let mut sample_buf_offset: usize = 0;
while sample_buf_offset < sample_lim {
sample_rnd = fsst_hash(sample_rnd);
let mut line_nr = (sample_rnd as usize) % str_in.len();
// Find the first non-empty chunk starting at line_nr, wrapping around if
// necessary.
//
// TODO: this will loop infinitely if there are no non-empty lines in the sample
while str_in[line_nr].is_empty() {
if line_nr == str_in.len() {
line_nr = 0;
}
}
let line = str_in[line_nr];
let chunks = 1 + ((line.len() - 1) / FSST_SAMPLELINE);
sample_rnd = fsst_hash(sample_rnd);
let chunk = FSST_SAMPLELINE * ((sample_rnd as usize) % chunks);
let len = FSST_SAMPLELINE.min(line.len() - chunk);
sample_buf.extend_from_slice(&str_in[line_nr][chunk..chunk + len]);
// SAFETY: this is the data we just placed into `sample_buf` in the line above.
let slice =
unsafe { std::slice::from_raw_parts(sample_buf.as_ptr().add(sample_buf_offset), len) };
sample.push(slice);
sample_buf_offset += len;
}
sample
}
/// Hash function used in various components of the library.
///
/// This is equivalent to the FSST_HASH macro from the C++ implementation.
#[inline]
pub(crate) fn fsst_hash(value: u64) -> u64 {
value.wrapping_mul(2971215073) ^ value.wrapping_shr(15)
}
impl Compressor {
/// Build and train a `Compressor` from a sample corpus of text.
///
/// This function implements the generational algorithm described in the [FSST paper] Section
/// 4.3. Starting with an empty symbol table, it iteratively compresses the corpus, then attempts
/// to merge symbols when doing so would yield better compression than leaving them unmerged. The
/// resulting table will have at most 255 symbols (the 256th symbol is reserved for the escape
/// code).
///
/// [FSST paper]: https://www.vldb.org/pvldb/vol13/p2649-boncz.pdf
pub fn train(values: &Vec<&[u8]>) -> Self {
let mut builder = CompressorBuilder::new();
if values.is_empty() {
return builder.build();
}
let mut counters = Counter::new();
let mut sample_memory = Vec::with_capacity(FSST_SAMPLEMAX);
let sample = make_sample(&mut sample_memory, values);
for sample_frac in GENERATIONS {
for (i, line) in sample.iter().enumerate() {
if sample_frac < 128 && ((fsst_hash(i as u64) & 127) as usize) > sample_frac {
continue;
}
builder.compress_count(line, &mut counters);
}
builder.optimize(&counters, sample_frac);
counters.clear();
}
builder.build()
}
}
impl CompressorBuilder {
/// Find the longest symbol using the hash table and the codes_one_byte and codes_two_byte indexes.
fn find_longest_symbol(&self, word: u64) -> Code {
// Probe the hash table first to see if we have a long match
let entry = self.lossy_pht.lookup(word);
let ignored_bits = entry.ignored_bits;
// If the entry is valid, return the code
if !entry.is_unused() && compare_masked(word, entry.symbol.as_u64(), ignored_bits) {
return entry.code;
}
// Try and match first two bytes
let twobyte = self.codes_two_byte[word as u16 as usize];
if twobyte.extended_code() >= FSST_CODE_BASE {
return twobyte;
}
// Fall back to single-byte match
self.codes_one_byte[word as u8 as usize]
}
/// Compress the text using the current symbol table. Count the code occurrences
/// and code-pair occurrences, calculating total gain using the current compressor.
///
/// NOTE: this is largely an unfortunate amount of copy-paste from `compress`, just to make sure
/// we can do all the counting in a single pass.
fn compress_count(&self, sample: &[u8], counter: &mut Counter) -> usize {
let mut gain = 0;
if sample.is_empty() {
return gain;
}
let mut in_ptr = sample.as_ptr();
// SAFETY: `end` will point just after the end of the `plaintext` slice.
let in_end = unsafe { in_ptr.byte_add(sample.len()) };
let in_end_sub8 = in_end as usize - 8;
let mut prev_code: u16 = FSST_CODE_MASK;
while (in_ptr as usize) < (in_end_sub8) {
// SAFETY: ensured in-bounds by loop condition.
let word: u64 = unsafe { std::ptr::read_unaligned(in_ptr as *const u64) };
let code = self.find_longest_symbol(word);
let code_u16 = code.extended_code();
// Gain increases by the symbol length if a symbol matches, or 0
// if an escape is emitted.
gain += (code.len() as usize) - ((code_u16 < 256) as usize);
// Record the single and pair counts
counter.record_count1(code_u16);
counter.record_count2(prev_code, code_u16);
// Also record the count for just extending by a single byte, but only if
// the symbol is not itself a single byte.
if code.len() > 1 {
let code_first_byte = self.symbols[code_u16 as usize].first_byte() as u16;
counter.record_count1(code_first_byte);
counter.record_count2(prev_code, code_first_byte);
}
// SAFETY: pointer bound is checked in loop condition before any access is made.
in_ptr = unsafe { in_ptr.byte_add(code.len() as usize) };
prev_code = code_u16;
}
let remaining_bytes = unsafe { in_end.byte_offset_from(in_ptr) };
assert!(
remaining_bytes.is_positive(),
"in_ptr exceeded in_end, should not be possible"
);
let remaining_bytes = remaining_bytes as usize;
// Load the last `remaining_byte`s of data into a final world. We then replicate the loop above,
// but shift data out of this word rather than advancing an input pointer and potentially reading
// unowned memory
let mut bytes = [0u8; 8];
unsafe {
// SAFETY: it is safe to read up to remaining_bytes from in_ptr, and remaining_bytes
// will be <= 8 bytes.
std::ptr::copy_nonoverlapping(in_ptr, bytes.as_mut_ptr(), remaining_bytes);
}
let mut last_word = u64::from_le_bytes(bytes);
let mut remaining_bytes = remaining_bytes;
while remaining_bytes > 0 {
// SAFETY: ensured in-bounds by loop condition.
let code = self.find_longest_symbol(last_word);
let code_u16 = code.extended_code();
// Gain increases by the symbol length if a symbol matches, or 0
// if an escape is emitted.
gain += (code.len() as usize) - ((code_u16 < 256) as usize);
// Record the single and pair counts
counter.record_count1(code_u16);
counter.record_count2(prev_code, code_u16);
// Also record the count for just extending by a single byte, but only if
// the symbol is not itself a single byte.
if code.len() > 1 {
let code_first_byte = self.symbols[code_u16 as usize].first_byte() as u16;
counter.record_count1(code_first_byte);
counter.record_count2(prev_code, code_first_byte);
}
// Advance our last_word "input pointer" by shifting off the covered values.
let advance = code.len() as usize;
remaining_bytes -= advance;
last_word = advance_8byte_word(last_word, advance);
prev_code = code_u16;
}
gain
}
/// Using a set of counters and the existing set of symbols, build a new
/// set of symbols/codes that optimizes the gain over the distribution in `counter`.
fn optimize(&mut self, counters: &Counter, sample_frac: usize) {
let mut pqueue = BinaryHeap::with_capacity(65_536);
for code1 in counters.first_codes() {
let symbol1 = self.symbols[code1 as usize];
let symbol1_len = symbol1.len();
let count = counters.count1(code1);
// From the c++ impl:
// "improves both compression speed (less candidates), but also quality!!"
if count < (5 * sample_frac / 128) {
continue;
}
let mut gain = count * symbol1_len;
// NOTE: use heuristic from C++ implementation to boost the gain of single-byte symbols.
// This helps to reduce exception counts.
if code1 < 256 {
gain *= 8;
}
pqueue.push(Candidate {
symbol: symbol1,
gain,
});
// Skip merges on last round, or when symbol cannot be extended.
if sample_frac >= 128 || symbol1_len == 8 {
continue;
}
for code2 in counters.second_codes(code1) {
let symbol2 = self.symbols[code2 as usize];
// If merging would yield a symbol of length greater than 8, skip.
if symbol1_len + symbol2.len() > 8 {
continue;
}
let new_symbol = symbol1.concat(symbol2);
let gain = counters.count2(code1, code2) * new_symbol.len();
pqueue.push(Candidate {
symbol: new_symbol,
gain,
})
}
}
// clear self in advance of inserting the symbols.
self.clear();
// Pop the 255 best symbols.
let mut n_symbols = 0;
while !pqueue.is_empty() && n_symbols < 255 {
let candidate = pqueue.pop().unwrap();
if self.insert(candidate.symbol, candidate.symbol.len()) {
n_symbols += 1;
}
}
}
}
/// A candidate for inclusion in a symbol table.
///
/// This is really only useful for the `optimize` step of training.
#[derive(Copy, Clone, Debug)]
struct Candidate {
gain: usize,
symbol: Symbol,
}
impl Candidate {
fn comparable_form(&self) -> (usize, usize) {
(self.gain, self.symbol.len())
}
}
impl Eq for Candidate {}
impl PartialEq<Self> for Candidate {
fn eq(&self, other: &Self) -> bool {
self.comparable_form().eq(&other.comparable_form())
}
}
impl PartialOrd<Self> for Candidate {
fn partial_cmp(&self, other: &Self) -> Option<Ordering> {
Some(self.cmp(other))
}
}
impl Ord for Candidate {
fn cmp(&self, other: &Self) -> Ordering {
let self_ord = (self.gain, self.symbol.len());
let other_ord = (other.gain, other.symbol.len());
self_ord.cmp(&other_ord)
}
}
#[cfg(test)]
mod test {
use crate::{builder::CodesBitmap, Compressor, ESCAPE_CODE};
#[test]
fn test_builder() {
// Train a Compressor on the toy string
let text = b"hello hello hello hello hello";
// count of 5 is the cutoff for including a symbol in the table.
let table = Compressor::train(&vec![text, text, text, text, text]);
// Use the table to compress a string, see the values
let compressed = table.compress(text);
// Ensure that the compressed string has no escape bytes
assert!(compressed.iter().all(|b| *b != ESCAPE_CODE));
// Ensure that we can compress a string with no values seen at training time, with escape bytes
let compressed = table.compress("xyz123".as_bytes());
let decompressed = table.decompressor().decompress(&compressed);
assert_eq!(&decompressed, b"xyz123");
assert_eq!(
compressed,
vec![
ESCAPE_CODE,
b'x',
ESCAPE_CODE,
b'y',
ESCAPE_CODE,
b'z',
ESCAPE_CODE,
b'1',
ESCAPE_CODE,
b'2',
ESCAPE_CODE,
b'3',
]
);
}
#[test]
fn test_bitmap() {
let mut map = CodesBitmap::default();
map.set(10);
map.set(100);
map.set(500);
let codes: Vec<u16> = map.codes().collect();
assert_eq!(codes, vec![10u16, 100, 500]);
// empty case
let map = CodesBitmap::default();
assert!(map.codes().collect::<Vec<_>>().is_empty());
// edge case: first bit in each block is set
let mut map = CodesBitmap::default();
(0..8).for_each(|i| map.set(64 * i));
assert_eq!(
map.codes().collect::<Vec<_>>(),
(0u16..8).map(|i| 64 * i).collect::<Vec<_>>(),
);
// Full bitmap case. There are only 512 values, so test them all
let mut map = CodesBitmap::default();
for i in 0..512 {
map.set(i);
}
assert_eq!(
map.codes().collect::<Vec<_>>(),
(0u16..511u16).collect::<Vec<_>>()
);
}
#[test]
#[should_panic(expected = "code cannot exceed")]
fn test_bitmap_invalid() {
let mut map = CodesBitmap::default();
map.set(512);
}
}