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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 917 918 919 920 921 922 923 924 925 926 927 928 929 930 931 932 933 934 935 936 937 938 939 940 941 942 943 944 945 946 947 948 949 950 951 952 953 954 955 956 957 958 959 960 961 962 963 964 965 966 967 968 969 970 971 972 973 974 975 976 977 978 979 980 981 982 983 984 985 986 987 988 989 990 991 992 993 994 995 996 997 998 999 1000 1001 1002 1003 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031 1032 1033 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043 1044 1045 1046 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073 1074 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1136 1137 1138 1139 1140 1141 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155 1156 1157 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170 1171 1172 1173 1174 1175 1176 1177 1178 1179 1180 1181 1182 1183 1184 1185 1186 1187 1188 1189 1190 1191 1192 1193 1194 1195 1196 1197 1198 1199 1200 1201 1202 1203 1204 1205 1206 1207 1208 1209 1210 1211 1212 1213 1214 1215 1216 1217 1218 1219 1220 1221 1222 1223 1224 1225 1226 1227 1228 1229 1230 1231 1232 1233 1234 1235 1236 1237 1238 1239 1240 1241 1242 1243 1244 1245 1246 1247 1248 1249 1250 1251 1252 1253 1254 1255 1256 1257 1258 1259 1260 1261 1262 1263 1264 1265 1266 1267 1268 1269 1270 1271 1272 1273 1274 1275 1276 1277 1278 1279 1280 1281 1282 1283 1284 1285 1286 1287 1288 1289 1290 1291 1292 1293 1294 1295 1296 1297 1298 1299 1300 1301 1302 1303 1304 1305 1306 1307 1308 1309 1310 1311 1312 1313 1314 1315 1316 1317 1318 1319 1320 1321 1322 1323 1324 1325 1326 1327 1328 1329 1330 1331 1332
use crate::banned::BANNED;
use crate::buffer_proxy_iterator::BufferProxyIterator;
use crate::mtch::*;
use crate::replacements::REPLACEMENTS;
use crate::trie::*;
use crate::Set;
use crate::{is_whitespace, Replacements, Type};
use std::iter::Filter;
use std::mem;
use std::ops::Deref;
use std::str::Chars;
use unicode_normalization::{Decompositions, Recompositions, UnicodeNormalization};
/// Censor is a flexible profanity filter that can analyze and/or censor arbitrary text.
///
/// You can also make use of `Censor` via traits `CensorStr` and `CensorIter`, which allow inline
/// checking and censoring of `&str` and `Iterator<Item = char>` respectively.
pub struct Censor<I: Iterator<Item = char>> {
/// A buffer of the input that stores unconfirmed characters (may need to censor before flushing).
/// This is so the censored output is unaffected by the subsequent iterator machinery.
buffer: BufferProxyIterator<Recompositions<Filter<Decompositions<I>, fn(&char) -> bool>>>,
options: Options,
inline: InlineState,
allocated: AllocatedState,
}
struct Options {
trie: &'static Trie,
replacements: &'static Replacements,
//banned: &'static Banned,
ignore_false_positives: bool,
ignore_self_censoring: bool,
censor_first_character_threshold: Type,
//preserve_accents: bool,
censor_replacement: char,
censor_threshold: Type,
}
impl Default for Options {
fn default() -> Self {
Self {
trie: &*TRIE,
replacements: &*REPLACEMENTS,
//banned: &*BANNED,
ignore_false_positives: false,
ignore_self_censoring: false,
censor_first_character_threshold: Type::OFFENSIVE & Type::SEVERE,
//preserve_accents: false,
censor_replacement: '*',
censor_threshold: Default::default(),
}
}
}
struct InlineState {
/// Whether the last character can be considered a separator.
separate: bool,
/// The last position matched against.
last_pos: usize,
/// An accumulation of the different types of inappropriateness.
typ: Type,
/// Counters (mainly for spam detection).
uppercase: u8,
repetitions: u8,
last: Option<char>,
gibberish: u8,
replacements: u8,
/// How many instances of censor replacement in the raw text?
self_censoring: u8,
/// Is the input completely safe.
safe: bool,
#[cfg(any(feature = "find_false_positives", feature = "trace"))]
match_ptrs: usize,
#[cfg(any(feature = "find_false_positives", feature = "trace"))]
total_matches: usize,
#[cfg(any(feature = "find_false_positives", feature = "trace"))]
total_match_characters: usize,
/// Whether already appended a space at the end.
space_appended: bool,
/// Whether all processing of characters has completed.
done: bool,
}
impl Default for InlineState {
fn default() -> Self {
Self {
// The beginning of the sequence is a separator.
separate: true,
// Nothing was detected yet.
typ: Type::NONE,
uppercase: 0,
repetitions: 0,
last: None,
gibberish: 0,
replacements: 0,
self_censoring: 0,
safe: false,
space_appended: false,
done: false,
last_pos: usize::MAX,
#[cfg(any(feature = "find_false_positives", feature = "trace"))]
match_ptrs: 0,
#[cfg(any(feature = "find_false_positives", feature = "trace"))]
total_matches: 0,
#[cfg(any(feature = "find_false_positives", feature = "trace"))]
total_match_characters: 0,
}
}
}
#[derive(Default)]
struct AllocatedState {
/// Where potential matches are kept between calls to Self::next.
matches: Set<Match>,
/// Where potential matches are temporarily shuffled. Only allocate this once.
matches_tmp: Set<Match>,
/// Where matches are kept after they are complete but may be cancelled due to false positives.
pending_commit: Vec<Match>,
}
impl AllocatedState {
fn clear(&mut self) {
let Self {
matches,
matches_tmp,
pending_commit,
} = self;
matches.clear();
matches_tmp.clear();
pending_commit.clear();
}
}
impl<'a> Censor<Chars<'a>> {
/// Creates a `Censor` from a `&str`, ready to censor or analyze it.
pub fn from_str(s: &'a str) -> Self {
Self::new(s.chars())
}
}
impl<I: Iterator<Item = char>> Censor<I> {
/// Allocates a new `Censor` for analyzing and/or censoring text.
pub fn new(text: I) -> Self {
Self {
buffer: Self::buffer_from(text),
options: Default::default(),
inline: Default::default(),
allocated: Default::default(),
}
}
fn buffer_from(
text: I,
) -> BufferProxyIterator<Recompositions<Filter<Decompositions<I>, fn(&char) -> bool>>> {
// Detects if a char isn't a diacritical mark (accent) or banned, such that such characters may be
// filtered on that basis.
fn filter_char(c: &char) -> bool {
use finl_unicode::categories::{CharacterCategories, MinorCategory};
let category = c.get_minor_category();
let nok = matches!(
category,
MinorCategory::Cn | MinorCategory::Co | MinorCategory::Mn
);
!(nok || BANNED.deref().deref().contains(*c))
}
BufferProxyIterator::new(
text
// The following three transformers are to ignore diacritical marks.
.nfd()
.filter(filter_char as fn(&char) -> bool)
.nfc(),
)
}
/// Resets the `Censor` with new text. Does not change any configured options.
/// This avoids reallocation of internal buffers on the heap.
pub fn reset(&mut self, text: I) {
self.inline = Default::default();
self.allocated.clear();
self.buffer = Self::buffer_from(text);
}
/// Replaces the trie containing profanity, false positives, and safe words.
pub fn with_trie(&mut self, trie: &'static Trie) -> &mut Self {
self.options.trie = trie;
self
}
/// Replaces the set of character replacements.
pub fn with_replacements(&mut self, replacements: &'static Replacements) -> &mut Self {
self.options.replacements = replacements;
self
}
/// Selects a threshold to apply while censoring. Only words that meet or exceed the threshold
/// are censored.
///
/// At present, [`Type::SPAM`] cannot be censored.
///
/// The default is [`Type::INAPPROPRIATE`].
pub fn with_censor_threshold(&mut self, censor_threshold: Type) -> &mut Self {
self.options.censor_threshold = censor_threshold;
self
}
/// Censor words like "sh*t" in "push it," which heavily increases false positives, but
/// slightly decreases false negatives.
///
/// The default is `false`.
pub fn with_ignore_false_positives(&mut self, ignore_false_positives: bool) -> &mut Self {
self.options.ignore_false_positives = ignore_false_positives;
self
}
/// Do not count instances of censor replacement in the input text as possible profanity.
///
/// If `false`, the input `"****"` will be assumed to be profane since if censor replacement is
/// set to `'*'`. This can help in cases like `"mother******"` where, if the user hadn't self
/// censored, the censored version would have been `"m***********"`.
///
/// At present, only affects analysis and not censoring.
///
/// The default is `false`.
pub fn with_ignore_self_censoring(&mut self, ignore_self_censoring: bool) -> &mut Self {
self.options.ignore_self_censoring = ignore_self_censoring;
self
}
/// Censor all characters e.g. "xxxx," instead of all but the first e.g. "fxxx," if the word
/// meets this threshold.
///
/// The default is `false`.
pub fn with_censor_first_character_threshold(
&mut self,
censor_first_character_threshold: Type,
) -> &mut Self {
self.options.censor_first_character_threshold = censor_first_character_threshold;
self
}
/*
/// Preserve diacritics/accents, at the cost of detecting accented words such as f̸̪͇͘ų̷̖̽c̸͙̎̚k̶͚̗͛.
///
/// The default is false.
pub fn with_preserve_accents(&mut self, preserve_accents: bool) {
self.options.preserve_accents = preserve_accents;
}
*/
/// Sets the character used to censor detected words.
///
/// The default is `'*'`.
pub fn with_censor_replacement(&mut self, censor_replacement: char) -> &mut Self {
self.options.censor_replacement = censor_replacement;
self
}
/// Useful for processing sub-slices of profanity.
#[cfg(feature = "find_false_positives")]
pub fn with_separate(&mut self, separate: bool) -> &mut Self {
self.inline.separate = separate;
self
}
/// Produces a censored string. If called, it must be the first form of processing. It
/// entirely consumes and censors the input characters.
///
/// # Unfortunate Side Effects
///
/// All diacritical marks (accents) are removed by the current implementation. This is subject
/// to change, as a better implementation would make this optional.
///
/// # Panics
///
/// If called after analyze or a previous call to censor (except if reset is called in between).
pub fn censor(&mut self) -> String {
assert!(
!self.buffer.index().is_some(),
"censor must be called before any other form of processing"
);
self.collect()
}
/// Fully analyzes a the input characters, to determine the type of inappropriateness present, if any.
///
/// The return value can be introspected with `Type::is`.
pub fn analyze(&mut self) -> Type {
self.ensure_done();
self.analysis()
}
/// Equivalent to `censor` and `analyze`, but in one pass through the input.
pub fn censor_and_analyze(&mut self) -> (String, Type) {
// It is important that censor is called first, so that the input is processed.
let censored = self.censor();
// After that, analysis is ready to call.
(censored, self.analysis())
}
/// Converts internal weights to a `Type`.
fn analysis(&self) -> Type {
self.inline.typ | self.safe_self_censoring_and_spam_detection()
}
#[cfg(any(feature = "find_false_positives", feature = "trace"))]
pub fn match_ptrs(&self) -> usize {
self.inline.match_ptrs
}
#[cfg(any(feature = "find_false_positives", feature = "trace"))]
pub fn total_matches(&self) -> usize {
self.inline.total_matches
}
#[cfg(any(feature = "find_false_positives", feature = "trace"))]
pub fn total_match_characters(&self) -> usize {
self.inline.total_match_characters
}
fn ensure_done(&mut self) {
if !self.inline.done {
for _ in self {}
}
}
fn safe_self_censoring_and_spam_detection(&self) -> Type {
let safe = if self.inline.safe {
Type::SAFE
} else {
Type::NONE
};
if self.inline.last_pos < 6 {
// Short strings consisting of a single acronym are problematic percentage-wise.
return safe;
}
// Total opportunities for spam and self censoring. A bias is added so that a few words in a
// relatively short string won't create massive percentages.
let total = self
.inline
.last_pos
.saturating_add(6)
.min(u16::MAX as usize) as u16;
// Total spam.
let spam = self
.inline
.uppercase
.max(self.inline.repetitions)
.max(self.inline.gibberish / 2)
.max(self.inline.replacements) as u16;
// Calculate percents.
let percent_spam = 100 * spam / total;
let percent_self_censoring = 100 * self.inline.self_censoring as u16 / total;
// Assess amount of spam.
let spam = if percent_spam >= 70 && self.inline.last_pos >= 20 {
Type::SPAM & Type::SEVERE
} else if percent_spam >= 50 && self.inline.last_pos >= 10 {
Type::SPAM & Type::MODERATE
} else if percent_spam >= 30 {
Type::SPAM & Type::MILD
} else {
Type::NONE
};
// Assess amount of self-censoring.
let self_censoring = if !self.options.ignore_self_censoring && percent_self_censoring > 20 {
Type::PROFANE & Type::MILD
} else {
Type::NONE
};
safe | spam | self_censoring
}
}
impl<I: Iterator<Item = char>> Iterator for Censor<I> {
type Item = char;
/// Retrieves the next (potentially censored) character.
fn next(&mut self) -> Option<Self::Item> {
while let Some(raw_c) = self.buffer.next().or_else(|| {
if self.inline.space_appended {
None
} else {
self.inline.space_appended = true;
Some(' ')
}
}) {
if !self.inline.space_appended && raw_c != '!' && raw_c != '.' && raw_c != '?' {
// The input is not over yet, so any previous notion of safety is irrelevant.
self.inline.safe = false;
}
let pos = self.buffer.index();
self.inline.uppercase = self
.inline
.uppercase
.saturating_add(raw_c.is_uppercase() as u8);
/*
// Very old whitelist (allows a ton of abuse):
let skippable = match c {
' ' | '~' | '-' | '−' | '_' | '.' | '!' | '?' | ',' | '*' | '"' | '\'' | '\n' | '\r'
| '\t' => true,
_ => false,
};
// More recent whitelist (still allows abuse like f^u^c^k):
let skippable = raw_c.is_punctuation()
|| raw_c.is_separator()
|| is_whitespace(raw_c)
|| matches!(raw_c, '(' | ')');
// Use a blacklist instead:
*/
let skippable = !raw_c.is_alphanumeric() || is_whitespace(raw_c);
let replacement = self.options.replacements.get(raw_c);
#[cfg(feature = "trace")]
println!(
"Read '{}', skippable={}, replacing with={:?}",
raw_c, skippable, replacement
);
if (!self.inline.separate || self.inline.last == Some(self.options.censor_replacement))
&& raw_c == self.options.censor_replacement
{
// Censor replacement found but not beginning of word.
self.inline.self_censoring = self.inline.self_censoring.saturating_add(1);
}
if let Some(last) = self.inline.last {
if raw_c == last {
self.inline.repetitions = self.inline.repetitions.saturating_add(1);
}
// Characters on the home-row of a QWERTY keyboard.
fn is_gibberish(c: char) -> bool {
matches!(c, 'a' | 's' | 'd' | 'f' | 'j' | 'k' | 'l' | ';')
}
// Single gibberish characters don't count. Must have been preceded by another gibberish character.
if is_gibberish(raw_c) && is_gibberish(last) {
self.inline.gibberish = self.inline.gibberish.saturating_add(1);
}
}
if let Some(pos) = pos {
// Must special-case all skippable, non-replaced characters that may start
// a profanity, so that these profanities are detected.
//
// Not adding a match is mainly an optimization.
if !(skippable
&& replacement.is_none()
&& !matches!(raw_c, ' ' | '_' | '🖕' | '🍆' | '🍑'))
{
let begin_camel_case_word = raw_c.is_ascii_uppercase()
&& self
.inline
.last
.map(|c| !c.is_ascii_uppercase())
.unwrap_or(false);
// Seed a new match for every character read.
self.allocated.matches.insert(Match {
node: &self.options.trie.root,
start: pos, // will immediately be incremented if match is kept.
end: usize::MAX, // sentinel.
last: 0 as char, // sentinel.
begin_separate: self.inline.separate || begin_camel_case_word,
end_separate: false, // unknown at this time.
spaces: 0,
skipped: 0,
replacements: 0,
low_confidence_replacements: 0,
});
}
}
self.inline.separate = skippable;
if self.inline.separate {
for pending in self.allocated.pending_commit.iter_mut() {
if pending.end == self.inline.last_pos {
pending.end_separate = true;
}
}
}
let mut drain_start: Option<usize> = None;
let mut safety_end = usize::MAX;
let mut replacement_counted = false;
let raw_c_lower = raw_c.to_lowercase().next().unwrap();
mem::swap(&mut self.allocated.matches, &mut self.allocated.matches_tmp);
for c in replacement
.map(|a| a.as_str())
.unwrap_or(&&*raw_c.encode_utf8(&mut [0; 4]))
.chars()
{
// This replacement (uppercase to lower case) raises absolutely zero suspicion.
let benign_replacement = c == raw_c_lower;
// This counts as a replacement, mainly for spam detection purposes.
let countable_replacement = !(replacement_counted
|| benign_replacement
|| raw_c.is_ascii_alphabetic()
|| (raw_c.is_ascii_digit()
&& self
.inline
.last
.map(|l| l.is_ascii_digit())
.unwrap_or(false)));
if countable_replacement {
self.inline.replacements = self.inline.replacements.saturating_add(1);
replacement_counted = true;
}
#[cfg(feature = "trace")]
println!(
" - Replacement '{}', benign={}, countable={}",
c, benign_replacement, countable_replacement
);
// These separators don't invalidate a false-positive match.
//
// -
// half-right =/= frig
//
// '
// invalidating false positives in cases like didn't (it where ( is a space.
// also, so "i'm fine" matches "im fine" for safety purposes.
let ignore_sep = matches!(c, '-' | '\'' | '\n' | '\r');
for m in self.allocated.matches_tmp.iter() {
let m = m.clone();
safety_end = safety_end.min(m.start);
#[cfg(feature = "trace")]
println!(
" - Consider match \"{}\" with spaces={}",
m.node.trace, m.spaces
);
if (skippable || c == m.last) && m.start != pos.unwrap_or(0) {
// Undo remove.
#[cfg(feature = "trace")]
println!("undo remove \"{}\" where last={}, node last={:?} and initial spaces={}", m.node.trace, m.last, m.node.last, m.spaces);
// Here, '.' is primarily for allowing ellipsis ("...") as a form of
// space.
// ( and ) are for ignoring appositive phrases.
// Checking node.last is to collapse multiple spaces into one, to avoid
let new_space = matches!(c, ' ' | '.' | ',' | ':' | ';' | '…' | '(' | ')')
// && skippable
&& m.node.last != Some(' ');
// && !ignore_sep;
let new_skip = skippable && !ignore_sep;
let new_replacement = !benign_replacement && !self.inline.separate;
let new_low_confidence_replacement =
!benign_replacement && raw_c.is_ascii_digit();
let undo_m = Match {
spaces: m.spaces.saturating_add(new_space as u8),
skipped: m.skipped.saturating_add(new_skip as u8),
replacements: m.replacements.saturating_add(new_replacement as u8),
low_confidence_replacements: m
.low_confidence_replacements
.saturating_add(new_low_confidence_replacement as u8),
..m
};
if let Some(existing) = self.allocated.matches.get(&undo_m) {
let replacement = existing.combine(&undo_m);
self.allocated.matches.replace(replacement);
} else {
self.allocated.matches.insert(undo_m);
}
}
if let Some(next) = m.node.children.get(&c) {
let next_m = Match {
node: next,
spaces: m.spaces.saturating_add(
(c != raw_c && self.inline.separate && c != '\'') as u8,
),
replacements: m.replacements.saturating_add(
(!benign_replacement && !self.inline.separate) as u8,
),
low_confidence_replacements: m
.low_confidence_replacements
.saturating_add(
(!benign_replacement && raw_c.is_ascii_digit()) as u8,
),
last: c,
..m
};
#[cfg(feature = "trace")]
println!(
" - Next is \"{}\", with spaces={}, replacements = {}",
next.trace, next_m.spaces, next_m.replacements
);
if next.word {
if next_m.node.typ.is(Type::SAFE)
&& next_m.start == 0
&& next_m.spaces == 0
&& next_m.skipped == 0
&& !self.options.ignore_false_positives
{
// Everything in the input until now is safe.
#[cfg(feature = "trace")]
println!("found safe word: {}", next_m.node.trace);
self.inline.safe = true;
}
#[cfg(feature = "trace")]
if !next_m.node.typ.is(Type::ANY) {
if self.options.ignore_false_positives {
print!("ignoring");
} else {
print!("found");
}
println!(
" false positive \"{}\", spaces={}, skipped={}, replacements={}",
next_m.node.trace, next_m.spaces, next_m.skipped, next_m.replacements
);
}
if next_m.node.typ.is(Type::ANY) {
self.allocated.pending_commit.push(Match {
end: pos.unwrap(),
..next_m
});
} else if next_m.spaces == 0
&& next_m.skipped == 0
&& next_m.replacements == 0
&& !self.options.ignore_false_positives
{
// Is false positive, so invalidate internal matches.
#[cfg(feature = "trace")]
println!("Found false positive {}", next_m.node.trace);
drain_start = Some(
drain_start
.map(|start| start.min(next_m.start))
.unwrap_or(next_m.start),
);
}
}
if let Some(existing) = self.allocated.matches.get(&next_m) {
let replacement = existing.combine(&next_m);
self.allocated.matches.replace(replacement);
} else {
self.allocated.matches.insert(next_m);
}
}
}
}
self.allocated.matches_tmp.clear();
self.inline.last = Some(raw_c);
if let Some(pos) = pos {
self.inline.last_pos = pos;
}
let spy = &mut self.buffer;
let options = &self.options;
let inline = &mut self.inline;
self.allocated.pending_commit.retain(|pending| {
#[cfg(feature = "trace")]
println!("Consider whether to cancel pending commit {} with start={} against drain_start={:?}", pending.node.trace, pending.start, drain_start);
// Cancel due to false positive.
if let Some(start) = drain_start {
if pending.start >= start {
#[cfg(feature = "trace")]
println!("Cancelled {}", pending.node.trace);
return false;
}
}
// Can pre-commit due to lack of false positive matches.
if pending.end < safety_end {
if pending.commit(
&mut inline.typ,
spy,
options.censor_threshold,
options.censor_first_character_threshold,
options.censor_replacement,
) {
#[cfg(any(feature = "find_false_positives", feature = "trace"))]
{
inline.match_ptrs ^= pending.node as *const _ as usize;
inline.total_matches += 1;
inline.total_match_characters += pending.end - pending.start;
}
}
return false;
}
// At this point, don't know whether this match will be committed or cancelled, so
// return.
true
});
// Yield one character if possible.
if let Some(spy_next_index) = self.buffer.spy_next_index() {
// This covers all in-flight matches.
let mut safe_until = spy_next_index < safety_end;
// This covers all pending commit matches.
for pending in &self.allocated.pending_commit {
if pending.start <= spy_next_index {
safe_until = false;
break;
}
}
if safe_until {
return self.buffer.spy_next();
}
}
}
let residual = mem::take(&mut self.allocated.pending_commit);
#[cfg(feature = "trace")]
if !residual.is_empty() {
println!("{} residuals", residual.len());
}
for pending in residual {
if pending.commit(
&mut self.inline.typ,
&mut self.buffer,
self.options.censor_threshold,
self.options.censor_first_character_threshold,
self.options.censor_replacement,
) {
#[cfg(any(feature = "find_false_positives", feature = "trace"))]
{
self.inline.match_ptrs ^= pending.node as *const _ as usize;
self.inline.total_matches += 1;
self.inline.total_match_characters += pending.end - pending.start;
}
}
}
if let Some(c) = self.buffer.spy_next() {
return Some(c);
}
self.inline.done = true;
None
}
}
/// CensorStr makes it easy to sanitize a `String` or `&str` by calling `.censor()`.
pub trait CensorStr: Sized {
/// The output is a newly allocated, censored string.
fn censor(self) -> String;
/// Returns `true` if the text is inappropriate.
fn is_inappropriate(self) -> bool {
self.is(Type::INAPPROPRIATE)
}
/// Returns `true` if text meets the provided threshold.
fn is(self, threshold: Type) -> bool;
/// Returns `true` if text **does not** meet the provided threshold.
fn isnt(self, threshold: Type) -> bool {
!self.is(threshold)
}
}
impl CensorStr for &str {
fn censor(self) -> String {
if should_skip_censor(self) {
self.to_owned()
} else {
Censor::new(self.chars()).censor()
}
}
fn is(self, threshold: Type) -> bool {
Censor::from_str(self).analyze().is(threshold)
}
}
/// CensorIter makes it easy to sanitize an arbitrary `Iterator<Item=char>` by calling `.censor()`.
pub trait CensorIter {
type Iterator: Iterator<Item = char>;
/// Iteratively censor characters, yielding (except accents) those that are not inappropriate, and replacing
/// those that are with `'*'`.
fn censor(self) -> Self::Iterator;
}
impl<I: Iterator<Item = char> + Clone> CensorIter for I {
type Iterator = Censor<I>;
/// Censors text, keeping (except accents) those that are not inappropriate, and replacing
/// those that are with `'*'`.
fn censor(self) -> Self::Iterator {
Censor::new(self)
}
}
/// Returns true if censoring won't work but will likely damage the input (e.g. by removing
/// diacritics). Will consider the entire input.
pub(crate) fn should_skip_censor(string: &str) -> bool {
let mut some_special = false;
for c in string.chars() {
use finl_unicode::categories::CharacterCategories;
// Devanagari is compromised by normalization and diacritic removal.
if ('\u{0900}'..='\u{097F}').contains(&c) {
some_special = true;
} else if !(c.is_whitespace() || c.is_separator()) {
return false;
}
}
some_special
}
/// Adds a word, with the given type. The type can be `Type::SAFE`, or a combination of `Type::PROFANE`,
/// `Type::Sexual`, `Type::Offensive`, `Type::Mean`, `Type::Mild`, `Type::Moderate`, and `Type::Severe`,
/// but NOT both (can't be safe and unsafe).
///
/// It is recommended to use all lower-case, which will match both cases. Upper-case characters will
/// only match upper-case.
///
/// Prefer the safe API `Censor::with_trie`, using a modified `Trie::default()`.
///
/// # Warning
///
/// Any profanity words added this way will not support false positives. For example, if you add the word
/// "field," you can expect "cornfield" to be detected as well, unless you call `add_word("cornfield", Type::None)`.
///
/// # Safety
///
/// This must not be called when the crate is being used in any other way. It is best to call this
/// from the main thread, near the beginning of the program.
#[cfg(feature = "customize")]
#[deprecated = "Use the equivalent Trie::customize_default().set(word, typ) or the safe API Censor::with_trie"]
pub unsafe fn add_word(word: &str, typ: Type) {
Trie::customize_default().set(word, typ)
}
#[cfg(test)]
mod tests {
#![allow(unused_imports)]
extern crate test;
use crate::censor::should_skip_censor;
use crate::{Censor, CensorIter, CensorStr, Trie, Type};
use bitflags::_core::ops::Not;
use rand::prelude::ThreadRng;
use rand::{thread_rng, Rng};
use serial_test::serial;
use std::fs::File;
use std::io::BufReader;
use std::time::{Duration, Instant};
use test::Bencher;
#[test]
#[serial]
fn short_replacement() {
"99".isnt(Type::PROFANE);
"900".isnt(Type::PROFANE);
"kkk".is(Type::OFFENSIVE);
}
#[test]
#[serial]
fn unicode_whitespace() {
assert!("fu\u{1160}ck".is(Type::PROFANE));
assert!(!"fu\u{1161}ck".is(Type::PROFANE));
}
#[test]
#[serial]
fn unicode_abuse() {
let mut rng = thread_rng();
fn random_string(rng: &mut ThreadRng, len: usize) -> String {
rng.sample_iter::<char, _>(rand::distributions::Standard)
.take(len)
.collect()
}
for _ in 0..10 {
let input = random_string(&mut rng, 100);
let censored = input.censor();
// Most of the characters should be removed for being invalid.
assert!(censored.len() < input.len() / 2);
println!("{} -> {}", input, censored);
}
}
#[allow(dead_code)]
fn find_detection(text: &str) {
let holistic = Censor::from_str(text).analyze();
if holistic & Type::SPAM.not() != Type::NONE {
println!("{}", text);
// There was some non-spam detection.
let mut start = 0;
let mut end = text.chars().count();
while start < end
&& Censor::new(text.chars().skip(start).take(end - start))
.analyze()
.is(Type::ANY)
{
start += 1;
}
start = start.saturating_sub(1);
while start < end
&& Censor::new(text.chars().skip(start).take(end - start))
.analyze()
.is(Type::ANY)
{
end -= 1;
}
end += 1;
for _ in 0..start {
print!("-");
}
for _ in start..end {
print!("^");
}
print!(" ");
println!(
"(\"{}\" is {:?})",
text.chars()
.skip(start)
.take(end - start)
.collect::<String>(),
holistic
);
} else {
println!("{} ({:?})", text, holistic);
}
}
#[test]
#[serial]
fn issue_1() {
// https://github.com/finnbear/rustrict/issues/1#issuecomment-1024426326
assert!("I could say I miss you but it’s not the truth".isnt(Type::ANY));
}
#[test]
#[serial]
fn curated() {
let mut cases: Vec<(&str, bool, Option<bool>)> = vec![("", false, Some(false))];
cases.extend(
include_str!("test_positive.txt")
.split('\n')
.filter(|l| !l.is_empty())
.map(|l| (l, true, Some(false))),
);
cases.extend(
include_str!("test_negative.txt")
.split('\n')
.filter(|l| !l.is_empty())
.map(|l| (l, false, None)),
);
cases.extend(
include_str!("safe.txt")
.split('\n')
.filter(|l| !l.is_empty() && !l.starts_with('#'))
.map(|l| (l, false, Some(true))),
);
cases.extend(
include_str!("test_safe.txt")
.split('\n')
.filter(|l| !l.is_empty())
.map(|l| (l, false, Some(true))),
);
let mut failures = Vec::new();
for (case, any_truth, safe_truth) in cases {
/*
#[cfg(debug_assertions)]
println!("Case: \"{}\"", case);
*/
let typ = Censor::from_str(case).analyze();
let any = typ.is(Type::ANY);
let safe = typ.is(Type::SAFE);
//let (censored, analysis) = Censor::from_str(case).with_censor_threshold(Type::ANY).censor_and_analyze();
//println!("\"{}\" -> \"{}\" ({}, {})", case, censored, prediction, analysis.is(Type::ANY));
if any != any_truth {
find_detection(case);
failures.push(format!("FAIL: Predicted {:?} for {}", typ, case));
}
if !any_truth {
// None of the current test cases contain any abusive Unicode characters.
assert_eq!(case, case.censor());
}
if let Some(safe_truth) = safe_truth {
if safe != safe_truth {
panic!("FAIL: Predicted safe={} for {}", safe, case);
}
}
}
if !failures.is_empty() {
panic!("{failures:?}");
}
}
#[test]
#[serial]
fn censor() {
let censored = Censor::from_str("HELLO fučk Shit nigga WORLD!")
.with_censor_replacement('#')
.censor();
assert_eq!(censored, "HELLO f### S### ##### WORLD!");
// Minor mean-ness is not considered inappropriate
assert_eq!("fcking coward".censor(), "f***** coward");
let censored = Censor::from_str("卍")
.with_censor_first_character_threshold(Type::NONE)
.censor();
assert_eq!(censored, "*");
}
#[test]
#[serial]
fn bidirectional() {
// Censoring removes direction overrides, so that the text output is the text that was analyzed.
assert_eq!("an toidi", "an \u{202e}toidi".censor());
}
#[test]
#[serial]
fn analyze() {
let analysis = Censor::from_str("HELLO fuck shit WORLD!").analyze();
assert_ne!(analysis, Type::NONE);
assert!(analysis.is(Type::INAPPROPRIATE));
assert!(analysis.is(Type::PROFANE));
assert!(analysis.isnt(Type::SEXUAL & Type::SEVERE));
assert!(analysis.isnt(Type::OFFENSIVE));
assert!(analysis.isnt(Type::MEAN));
}
/// This exists purely to ensure all the APIs keep compiling.
#[test]
#[serial]
fn apis() {
"abcd".censor();
String::from("abcd").censor();
let _ = "abcd".chars().censor().collect::<String>();
let (_, _) = Censor::new("abcd".chars())
.with_censor_replacement('?')
.censor_and_analyze();
let mut censor = Censor::from_str("abcd");
let _ = censor.censor();
let _ = censor.analyze();
let (_, _) = Censor::from_str("HELLO crap WORLD!").censor_and_analyze();
}
#[test]
#[serial]
fn levels() {
assert!("poo".is(Type::PROFANE & Type::MILD));
assert!("poo".is(Type::PROFANE & Type::MILD_OR_HIGHER));
assert!("poo".isnt(Type::PROFANE & Type::MODERATE));
assert!("poo".isnt(Type::PROFANE & Type::MODERATE_OR_HIGHER));
assert!("poo".isnt(Type::PROFANE & Type::SEVERE));
assert!("arse".is(Type::PROFANE & Type::MODERATE));
assert!("arse".is(Type::PROFANE & Type::MILD_OR_HIGHER));
assert!("arse".is(Type::PROFANE & Type::MODERATE_OR_HIGHER));
assert!("arse".isnt(Type::PROFANE & Type::MILD));
assert!("arse".isnt(Type::PROFANE & Type::SEVERE));
assert!("i hope you die".is(Type::MEAN & Type::SEVERE));
assert!("i hope you die".is(Type::MEAN & Type::MILD_OR_HIGHER));
assert!("i hope you die".is(Type::MEAN & Type::MODERATE_OR_HIGHER));
assert!("i hope you die".isnt(Type::MEAN & Type::MILD));
assert!("i hope you die".isnt(Type::MEAN & Type::MODERATE));
assert!("You said your mother only smiled on her TV show".isnt(
Type::PROFANE
| Type::OFFENSIVE
| Type::SEXUAL & Type::MODERATE_OR_HIGHER
| Type::MEAN & Type::SEVERE
));
}
#[test]
#[serial]
#[cfg(not(debug_assertions))]
fn accuracy() {
fn rustrict(s: &str) -> bool {
s.is(Type::ANY)
}
#[allow(dead_code)]
fn rustrict_old(s: &str) -> bool {
rustrict_old::CensorStr::is(s, rustrict_old::Type::ANY)
}
fn censor(s: &str) -> bool {
use censor_crate::*;
let filter = Standard + Sex + Zealous;
filter.check(s)
}
println!("| Crate | Accuracy | Positive Accuracy | Negative Accuracy | Time |");
println!("|-------|----------|-------------------|-------------------|------|");
print_accuracy(
"https://crates.io/crates/rustrict",
rustrict,
false, // true,
None, // Some(rustrict_old),
);
print_accuracy("https://crates.io/crates/censor", censor, false, None);
}
#[allow(dead_code)]
fn print_accuracy(
link: &str,
checker: fn(&str) -> bool,
find_detections: bool,
compare_to: Option<fn(&str) -> bool>,
) {
let start = Instant::now();
let (total, positive, negative) = accuracy_of(checker, find_detections, compare_to);
println!(
"| [{}]({}) | {:.2}% | {:.2}% | {:.2}% | {:.2}s |",
link.split('/').last().unwrap(),
link,
total * 100.0,
positive * 100.0,
negative * 100.0,
start.elapsed().as_secs()
);
}
#[allow(dead_code)]
fn accuracy_of(
checker: fn(&str) -> bool,
find_detections: bool,
compare_to: Option<fn(&str) -> bool>,
) -> (f32, f32, f32) {
let file = File::open("test.csv").unwrap();
let reader = BufReader::new(file);
let mut csv = csv::Reader::from_reader(reader);
let mut correct_positive = 0;
let mut correct_negative = 0;
let mut total_positive = 0;
let mut total_negative = 0;
for line in csv.records().take(100000) {
let record = line.unwrap();
let truth = record[0].parse::<i8>().unwrap() == 1;
let text = &record[1];
let prediction = checker(text);
//assert_eq!(is(text), is(text), "With ({})", text);
if prediction == truth {
if truth {
correct_positive += 1;
} else {
correct_negative += 1;
}
} else if find_detections && text.len() < 100 {
println!("{}: {}", truth, text);
if prediction {
find_detection(text);
}
}
if let Some(checker) = compare_to {
let compare_prediction = checker(text);
if prediction != compare_prediction && text.len() < 100 {
println!("COMPARISON: On \"{}\", output {} instead", text, prediction);
}
}
if truth {
total_positive += 1;
} else {
total_negative += 1;
}
}
(
(correct_positive + correct_negative) as f32 / (total_positive + total_negative) as f32,
correct_positive as f32 / total_positive as f32,
correct_negative as f32 / total_negative as f32,
)
}
#[test]
#[serial]
fn devanagari() {
println!("f\u{0900}u\u{0900}c\u{0900}k");
const TEST: &'static str = "हत्यारा मकसहूद भाई तुम बड़ा मस्त काम करती।";
assert!(should_skip_censor(TEST));
assert_eq!(TEST, TEST.censor());
}
#[test]
#[serial]
fn pancakes() {
assert_eq!(
"🥞",
std::str::from_utf8(&[240, 159, 165, 158]).unwrap().censor()
);
}
#[test]
#[serial]
fn bandwidth() {
let file = File::open("test.csv").unwrap();
let total_len = file.metadata().unwrap().len() as usize;
let reader = BufReader::new(file);
let mut csv = csv::Reader::from_reader(reader);
let mut text = String::with_capacity(total_len);
for line in csv.records().take(100000) {
let record = line.unwrap();
text.push_str(&record[1]);
}
for power in 1..16 {
let len = 2usize.pow(power);
if len > text.len() {
break;
}
let now = Instant::now();
let (_, _) = Censor::from_str(&text[0..len]).censor_and_analyze();
let elapsed = now.elapsed();
println!(
"{}, {}, {}",
len,
elapsed.as_secs_f32(),
len as f32 / elapsed.as_secs_f32() / 1000.0 / 1000.0
);
}
}
#[cfg(feature = "customize")]
#[test]
#[serial]
#[allow(deprecated)]
fn customize() {
use crate::add_word;
let test_profanity = "thisisafakeprofanityfortesting";
let test_profanity_issue_7 = "плохоеслово";
let test_safe = "thisisafakesafewordfortesting";
// SAFETY: Tests are run serially, so concurrent mutation is avoided.
unsafe {
add_word(test_profanity, Type::PROFANE & Type::SEVERE);
add_word(test_profanity_issue_7, Type::PROFANE & Type::SEVERE);
add_word(test_safe, Type::SAFE);
}
assert!(test_profanity.is(Type::PROFANE & Type::SEVERE));
assert!(test_profanity_issue_7.is(Type::PROFANE & Type::SEVERE));
assert!(test_safe.is(Type::SAFE));
unsafe {
add_word(test_profanity, Type::NONE);
}
assert!(test_profanity.isnt(Type::PROFANE));
}
#[cfg(feature = "serde")]
#[test]
#[serial]
fn serde() {
let large = Trie::default();
let bc = bincode::serialize(&large).unwrap();
let json = serde_json::to_string(&large).unwrap();
println!("large bincode {}, large json {}", bc.len(), json.len());
let mut trie = Trie::new();
trie.set("squeak", Type::SPAM & Type::MILD);
trie.set("squirrel", Type::SAFE);
let bc = bincode::serialize(&trie).unwrap();
println!("smol bincode (len {}): {bc:?}", bc.len());
let json = serde_json::to_string(&trie).unwrap();
println!("smol json (len {}): {json}", json.len());
}
#[allow(soft_unstable)]
#[bench]
fn bench_is_inappropriate(b: &mut Bencher) {
b.iter(|| test::black_box("hello fuck world shit").is_inappropriate());
}
#[allow(soft_unstable)]
#[bench]
fn bench_is_inappropriate_long(b: &mut Bencher) {
b.iter(|| test::black_box("hello fuck world shit hello fuck world shit hello fuck world shit hello fuck world shit hello fuck world shit hello fuck world shit hello fuck world shit").is_inappropriate());
}
#[allow(soft_unstable)]
#[bench]
fn bench_censor(b: &mut Bencher) {
b.iter(|| test::black_box("hello fuck world shit").censor());
}
}