pub struct Type(_);Expand description
Type is represents a type or severity of inappropriateness. They can be combined with bitwise AND and OR operators, and are not mutually exclusive.
For example, the following means profane or at-least moderately mean:
Type::PROFANE | (Type::MEAN & Type::MODERATE_OR_HIGHER)
Implementations§
source§impl Type
impl Type
sourcepub const SAFE: Self = _
pub const SAFE: Self = _
One of a very small number of safe phases. Recommended to enforce this on users who repeatedly evade the filter.
sourcepub const MILD_OR_HIGHER: Self = _
pub const MILD_OR_HIGHER: Self = _
Any level; Type::MILD, Type::MODERATE, or Type::SEVERE.
sourcepub const MODERATE_OR_HIGHER: Self = _
pub const MODERATE_OR_HIGHER: Self = _
Any level in excess of Type::MILD.
sourcepub const INAPPROPRIATE: Self = _
pub const INAPPROPRIATE: Self = _
The default Type, meaning profane, offensive, sexual, or severely mean.
sourcepub const ANY: Self = _
pub const ANY: Self = _
Any type of detection (except SAFE). This will be expanded to cover all future types.
sourcepub fn is(self, threshold: Self) -> bool
pub fn is(self, threshold: Self) -> bool
Returns true if and only if self, the analysis result, meets the given threshold.
Examples found in repository?
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pub fn add(&mut self, mut word: &str, typ: Type, overwrite: bool) {
let mut current = &mut self.root;
let mut contains_space = false;
if word.starts_with(' ') {
// Chomp the first space, since what we actually want is to only match separate
// strings, not only strings that start with a space character.
contains_space = true;
word = word.trim_start_matches(' ');
}
for (i, c) in word.chars().enumerate() {
let next = current.children.entry(c);
contains_space |= c == ' ';
current = next.or_insert_with(|| Node {
children: Map::default(),
word: false,
contains_space: false,
typ: Type::NONE,
depth: (i + 1) as u8,
last: Some(c),
#[cfg(feature = "trace")]
trace: word.chars().take(i + 1).collect(),
});
}
current.word = true;
if overwrite {
current.typ = typ;
current.contains_space = contains_space;
} else {
current.typ |= typ;
current.contains_space |= contains_space;
}
debug_assert!(
!(current.typ.is(Type::ANY) && current.typ.is(Type::SAFE)),
"if word is Type::SAFE, it cannot be anything else"
);
}More examples
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pub(crate) fn commit<I: Iterator<Item = char>>(
&self,
typ: &mut Type,
spy: &mut BufferProxyIterator<I>,
censor_threshold: Type,
censor_first_character_threshold: Type,
censor_replacement: char,
) -> bool {
#[cfg(feature = "trace")]
print!(
"Committing {} with begin_separate={}, spaces={}, skipped={}, end_separate={}, depth={}, replacements={}, contains_space={}: ",
self.node.trace,
self.begin_separate,
self.spaces,
self.skipped,
self.end_separate,
self.node.depth,
self.replacements,
self.node.contains_space
);
let too_many_replacements = !(self.begin_separate
&& (self.end_separate
|| (self.spaces == 0
&& self.node.depth > 2
&& self.node.typ.is(Type::MODERATE_OR_HIGHER))))
&& self.node.depth > 1
// In theory, prevents blahsex, but allows blahsexblah.
&& (!(self.end_separate || self.begin_separate) || self.node.depth < 3 || self.spaces.max(self.skipped).max(self.replacements) > 0 || self.node.typ.isnt(Type::MODERATE_OR_HIGHER))
&& self.spaces.max(self.skipped).max(self.replacements) as usize + 4 > self.node.depth as usize;
let low_confidence_replacements = self.low_confidence_replacements > 1
&& self.low_confidence_replacements as usize
> (self.end - self.start).saturating_sub(1)
&& self.node.depth > 1;
let low_confidence_short = self.replacements >= self.node.depth
&& self.node.depth <= 3
&& !self.node.typ.is(Type::SEVERE);
// Make it so "squirrels word" doesn't contain "s word"
let low_confidence_special = self.node.contains_space && !self.begin_separate;
if too_many_replacements
|| low_confidence_replacements
|| low_confidence_short
|| low_confidence_special
{
// Match isn't strong enough.
#[cfg(feature = "trace")]
println!(
"(rejected: {} {} {} {})",
too_many_replacements,
low_confidence_replacements,
low_confidence_short,
low_confidence_special
);
return false;
}
#[cfg(feature = "trace")]
println!("(committed)");
// Apply detection.
*typ |= self.node.typ
| if self.replacements >= 2 {
Type::EVASIVE & Type::MILD
} else {
Type::NONE
};
// Decide whether to censor.
if self.node.typ.is(censor_threshold) {
// Decide whether to censor the first character.
let offset =
if self.node.typ.is(censor_first_character_threshold) || self.node.depth == 1 {
0
} else {
1
};
spy.censor(self.start + offset..=self.end, censor_replacement);
}
true
}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
pub fn process_with_options(
&mut self,
message: String,
options: &ContextProcessingOptions,
) -> Result<String, BlockReason> {
let now = Instant::now();
let elapsed = self.last_message.map(|l| now - l).unwrap_or(Duration::ZERO);
let suspicion = self.suspicion.max(1).saturating_mul(self.reports.max(1));
// How convinced are we that the user is a bad actor.
let is_kinda_sus = suspicion >= 2;
let is_impostor = suspicion >= 15;
// Don't give bad actors the benefit of the doubt when it comes to meanness.
let meanness_threshold = if is_impostor {
Type::MILD_OR_HIGHER
} else if is_kinda_sus {
Type::MODERATE_OR_HIGHER
} else {
Type::SEVERE
};
let censor_threshold =
Type::PROFANE | Type::OFFENSIVE | Type::SEXUAL | (Type::MEAN & meanness_threshold);
// Don't give bad actors the benefit of letting their first character through.
let censor_first_character_threshold = if is_kinda_sus {
censor_threshold
} else {
// Mainly for protection against the n-word being discernible.
Type::OFFENSIVE & Type::SEVERE
};
let (mut censored, analysis) = Censor::from_str(&message)
.with_censor_threshold(censor_threshold)
.with_censor_first_character_threshold(censor_first_character_threshold)
.censor_and_analyze();
let mut censored_str = if should_skip_censor(&message) {
message.as_str()
} else {
censored.as_str()
};
if let Some(character_limit) = options.character_limit {
#[cfg(feature = "width")]
{
censored_str = crate::trim_to_width(censored_str, character_limit.get());
}
if let Some((limit, _)) = censored_str.char_indices().nth(character_limit.get()) {
censored_str = &censored_str[..limit];
}
}
if options.trim_whitespace {
censored_str = trim_whitespace(censored_str);
}
if censored_str.len() < censored.len() {
// Something was trimmed, must must re-allocate.
censored = String::from(censored_str);
}
self.total = self.total.saturating_add(1);
if analysis.is(Type::INAPPROPRIATE) {
self.total_inappropriate = self.total_inappropriate.saturating_add(1);
}
// Collecting suspicion.
let type_to_sus = |typ: Type| -> u8 {
let combined = analysis & typ;
if combined.is(Type::SEVERE) {
3
} else if combined.is(Type::MODERATE) {
2
} else if combined.is(Type::MILD) {
1
} else {
0
}
};
// Repetition detection.
let mut recent_similar = 0;
if let Some(opts) = options.repetition_limit.as_ref() {
self.history.retain(|&(_, t)| now - t < opts.memory);
for (recent_message, _) in &self.history {
if strsim::normalized_levenshtein(recent_message, &message)
>= opts.similarity_threshold as f64
{
recent_similar += 1;
}
}
}
let mut new_suspicion = type_to_sus(Type::PROFANE | Type::OFFENSIVE | Type::SEXUAL)
+ type_to_sus(Type::EVASIVE)
+ type_to_sus(Type::SPAM);
if recent_similar >= 2 {
// Don't penalize as much for repeated messages, since an innocent user may repeat their
// message multiple times if it was erroneously detected.
new_suspicion /= 2;
}
if ((is_kinda_sus && new_suspicion >= 4) || (is_impostor && new_suspicion >= 2))
&& !options.max_safe_timeout.is_zero()
{
if let Some(only_safe_until) =
self.only_safe_until
.unwrap_or(now)
.checked_add(if self.reports > 0 {
Duration::from_secs(10 * 60)
} else {
Duration::from_secs(5 * 60)
})
{
self.only_safe_until = Some(only_safe_until.min(now + options.max_safe_timeout));
}
}
self.suspicion = self.suspicion.saturating_add(new_suspicion);
let remaining_rate_limit = Self::remaining_duration(&mut self.rate_limited_until, now);
if let Some(remaining) = options
.safe_mode_until
.filter(|_| analysis.isnt(Type::SAFE))
.and_then(|until| until.checked_duration_since(now))
{
Err(BlockReason::Unsafe {
remaining,
targeted: false,
})
} else if let Some(dur) =
Self::remaining_duration(&mut self.muted_until, now).filter(|_| options.block_if_muted)
{
Err(BlockReason::Muted(dur))
} else if options.block_if_empty && censored.is_empty() {
Err(BlockReason::Empty)
} else if let Some(dur) = options
.rate_limit
.as_ref()
.and_then(|opt| remaining_rate_limit.filter(|_| self.burst_used >= opt.burst))
{
Err(BlockReason::Spam(dur))
} else if options
.repetition_limit
.as_ref()
.map(|opts| recent_similar >= opts.limit)
.unwrap_or(false)
{
Err(BlockReason::Repetitious(recent_similar as usize))
} else if options.block_if_severely_inappropriate
&& analysis.is(Type::INAPPROPRIATE & Type::SEVERE)
{
Err(BlockReason::Inappropriate(analysis))
} else if let Some(remaining) = Self::remaining_duration(&mut self.only_safe_until, now)
.filter(|_| !(analysis.is(Type::SAFE) || options.max_safe_timeout.is_zero()))
{
Err(BlockReason::Unsafe {
remaining,
targeted: true,
})
} else {
self.last_message = Some(now);
if let Some(rate_limit_options) = options.rate_limit.as_ref() {
// How many messages does this count for against the rate limit.
let rate_limit_messages =
if let Some(char_limit) = rate_limit_options.character_limit {
let char_count = message.chars().count();
#[cfg(feature = "width")]
let char_count = char_count.max(crate::width_str(&message));
(char_count / char_limit.get() as usize).clamp(1, 3) as u8
} else {
1
};
self.burst_used = if remaining_rate_limit.is_some() {
self.burst_used.saturating_add(rate_limit_messages)
} else {
self.burst_used.saturating_sub(
(elapsed.as_nanos() / rate_limit_options.limit.as_nanos())
.min(u8::MAX as u128) as u8,
)
};
if let Some(rate_limited_until) =
self.rate_limited_until.unwrap_or(now).checked_add(
rate_limit_options.limit * (rate_limit_messages + new_suspicion) as u32,
)
{
self.rate_limited_until = Some(rate_limited_until);
}
}
// Forgiveness (minus one suspicion per safe message, and also per minute between messages).
self.suspicion = self.suspicion.saturating_sub(
(elapsed.as_secs() / 60).clamp(analysis.is(Type::SAFE) as u64, u8::MAX as u64)
as u8,
);
if let Some(repetition_blocking_options) = options.repetition_limit.as_ref() {
if self.history.len() >= repetition_blocking_options.limit as usize * 2 {
self.history.pop_front();
}
self.history.push_back((message, now));
}
Ok(censored)
}
}
/// Returns how long the user is muted for (possibly [`Duration::ZERO`]).
pub fn muted_for(&self) -> Duration {
self.muted_until
.map(|muted_until| muted_until.saturating_duration_since(Instant::now()))
.unwrap_or(Duration::ZERO)
}
/// Returns the latest instant the user is muted (possibly in the past).
pub fn muted_until(&self) -> Option<Instant> {
self.muted_until
}
/// Returns how long the user is restricted to [`Type::SAFE`] for (possibly [`Duration::ZERO`]).
pub fn restricted_for(&self) -> Duration {
self.only_safe_until
.map(|restricted_until| restricted_until.saturating_duration_since(Instant::now()))
.unwrap_or(Duration::ZERO)
}
/// Returns the latest instant the user is restricted (possibly in the past).
pub fn restricted_until(&self) -> Option<Instant> {
self.only_safe_until
}
/// Manually mute this user's messages for a duration. Overwrites any previous manual mute.
/// Passing `Duration::ZERO` will therefore un-mute.
pub fn mute_for(&mut self, duration: Duration) {
self.mute_until(Instant::now() + duration);
}
/// Manually mute this user's messages until an instant. Overwrites any previous manual mute.
/// Passing an instant in the past will therefore un-mute.
pub fn mute_until(&mut self, instant: Instant) {
self.muted_until = Some(instant);
}
/// Manually restrict this user's messages to known safe phrases for a duration. Overwrites any
/// previous manual restriction. Passing `Duration::ZERO` will therefore un-restrict.
pub fn restrict_for(&mut self, duration: Duration) {
self.restrict_until(Instant::now() + duration);
}
/// Manually restrict this user's messages to known safe phrases until an instant. Overwrites any
/// previous manual restriction. Passing an instant in the past will therefore un-restrict.
pub fn restrict_until(&mut self, instant: Instant) {
self.only_safe_until = Some(instant);
}
/// Call if another user "reports" this user's message(s). The function of reports is for
/// suspicion of bad behavior to be confirmed faster.
pub fn report(&mut self) {
self.reports = self.reports.saturating_add(1);
}
/// Returns number of reports received via `Self::report()`. It is not guaranteed that the full
/// range of `usize` of reports will be counted (currently only `u8::MAX` are counted).
pub fn reports(&self) -> usize {
self.reports as usize
}
/// Clear suspicion and reports, and automatic mutes (not manual mute or rate limit).
pub fn exonerate(&mut self) {
self.suspicion = 0;
self.reports = 0;
self.only_safe_until = None;
}
/// Returns total number of messages processed. It is not guaranteed that the full
/// range of `usize` of messages will be counted (currently only `u16::MAX` are counted).
pub fn total(&self) -> usize {
self.total as usize
}
/// Returns total number of messages processed that were `Type::INAPPROPRIATE`. It is not
/// guaranteed that the full range of `usize` of messages will be counted (currently only
/// `u16::MAX` are counted).
pub fn total_inappropriate(&self) -> usize {
self.total_inappropriate as usize
}
}
impl Default for Context {
fn default() -> Self {
Self::new()
}
}
#[derive(Copy, Clone, Debug, PartialEq)]
#[non_exhaustive]
pub enum BlockReason {
/// The particular message was *severely* inappropriate, more specifically, `Type`.
Inappropriate(Type),
/// Recent messages were generally inappropriate, and this message isn't on the safe list.
/// Alternatively, if targeted is false, safe mode was configured globally.
/// Try again after `Duration`.
Unsafe {
remaining: Duration,
/// Whether unsafe mode was targeted at this user (as opposed to configured globally).
targeted: bool,
},
/// This message was too similar to `usize` recent messages.
Repetitious(usize),
/// Too many messages per unit time, try again after `Duration`.
Spam(Duration),
/// Manually muted for `Duration`.
Muted(Duration),
/// Message was, at least after censoring, completely empty.
Empty,
}
impl BlockReason {
/// You may display `BlockReason` in any manner you choose, but this will return a reasonable
/// default warning to send to the user.
pub fn generic_str(self) -> &'static str {
match self {
Self::Inappropriate(_) => "Your message was held for severe profanity",
Self::Unsafe { .. } => "You have been temporarily restricted due to profanity/spam",
Self::Repetitious(_) => "Your message was too similar to recent messages",
Self::Spam(_) => "You have been temporarily muted due to excessive frequency",
Self::Muted(_) => "You have been temporarily muted",
Self::Empty => "Your message was empty",
}
}
#[deprecated = "use contextual_string"]
pub fn contextual_str(self) -> String {
self.contextual_string()
}
/// You may display `BlockReason` in any manner you choose, but this will return a reasonable
/// default warning to send to the user that includes some context (such as how long they are
/// muted for).
pub fn contextual_string(self) -> String {
match self {
Self::Inappropriate(typ) => String::from(if typ.is(Type::OFFENSIVE) {
"Your message was held for being highly offensive"
} else if typ.is(Type::SEXUAL) {
"Your message was held for being overly sexual"
} else if typ.is(Type::MEAN) {
"Your message was held for being overly mean"
} else {
"Your message was held for severe profanity"
}),
Self::Unsafe {
remaining,
targeted: true,
} => format!(
"You have been restricted for {} due to profanity/spam",
FormattedDuration(remaining)
),
Self::Unsafe {
remaining,
targeted: false,
} => format!("Safe mode is active for {}", FormattedDuration(remaining)),
Self::Repetitious(count) => {
format!("Your message was too similar to {} recent messages", count)
}
Self::Spam(dur) => format!(
"You have been muted for {} due to excessive frequency",
FormattedDuration(dur)
),
Self::Muted(dur) => format!("You have been muted for {}", FormattedDuration(dur)),
_ => String::from(self.generic_str()),
}
}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
fn next(&mut self) -> Option<Self::Item> {
while let Some(raw_c) = self.buffer.next().or_else(|| {
if self.space_appended {
None
} else {
self.space_appended = true;
Some(' ')
}
}) {
if !self.space_appended && raw_c != '!' && raw_c != '.' && raw_c != '?' {
// The input is not over yet, so any previous notion of safety is irrelevant.
self.safe = false;
}
let pos = self.buffer.index();
self.uppercase = self.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 = REPLACEMENTS.get(&raw_c);
#[cfg(feature = "trace")]
println!(
"Read '{}', skippable={}, replacing with={:?}",
raw_c, skippable, replacement
);
if (!self.separate || self.last == Some(self.censor_replacement))
&& raw_c == self.censor_replacement
{
// Censor replacement found but not beginning of word.
self.self_censoring = self.self_censoring.saturating_add(1);
}
if let Some(last) = self.last {
if raw_c == last {
self.repetitions = self.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.gibberish = self.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.last.map(|c| !c.is_ascii_uppercase()).unwrap_or(false);
// Seed a new match for every character read.
self.matches.insert(Match {
node: &TRIE.root,
start: pos, // will immediately be incremented if match is kept.
end: usize::MAX, // sentinel.
last: 0 as char, // sentinel.
begin_separate: self.separate || begin_camel_case_word,
end_separate: false, // unknown at this time.
spaces: 0,
skipped: 0,
replacements: 0,
low_confidence_replacements: 0,
});
}
}
self.separate = skippable;
if self.separate {
for pending in self.pending_commit.iter_mut() {
if pending.end == self.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.matches, &mut self.matches_tmp);
for c in replacement
.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.last.map(|l| l.is_ascii_digit()).unwrap_or(false)));
if countable_replacement {
self.replacements = self.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.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.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.matches.get(&undo_m) {
let replacement = existing.combine(&undo_m);
self.matches.replace(replacement);
} else {
self.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.separate && c != '\'') as u8),
replacements: m
.replacements
.saturating_add((!benign_replacement && !self.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.ignore_false_positives
{
// Everything in the input until now is safe.
#[cfg(feature = "trace")]
println!("found safe word: {}", next_m.node.trace);
self.safe = true;
}
#[cfg(feature = "trace")]
if !next_m.node.typ.is(Type::ANY) {
if self.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.pending_commit.push(Match {
end: pos.unwrap(),
..next_m
});
} else if next_m.spaces == 0
&& next_m.skipped == 0
&& next_m.replacements == 0
&& !self.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.matches.get(&next_m) {
let replacement = existing.combine(&next_m);
self.matches.replace(replacement);
} else {
self.matches.insert(next_m);
}
}
}
}
self.matches_tmp.clear();
self.last = Some(raw_c);
if let Some(pos) = pos {
self.last_pos = pos;
}
let typ = &mut self.typ;
let spy = &mut self.buffer;
let censor_threshold = self.censor_threshold;
let censor_first_character_threshold = self.censor_first_character_threshold;
let censor_replacement = self.censor_replacement;
#[cfg(any(feature = "find_false_positives", feature = "trace"))]
let first_match_ptr = &mut self.match_ptrs;
#[cfg(any(feature = "find_false_positives", feature = "trace"))]
let total_matches = &mut self.total_matches;
#[cfg(any(feature = "find_false_positives", feature = "trace"))]
let total_match_characters = &mut self.total_match_characters;
self.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(
typ,
spy,
censor_threshold,
censor_first_character_threshold,
censor_replacement,
) {
#[cfg(any(feature = "find_false_positives", feature = "trace"))]
{
*first_match_ptr ^= pending.node as *const _ as usize;
*total_matches += 1;
*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.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.pending_commit);
#[cfg(feature = "trace")]
if !residual.is_empty() {
println!("{} residuals", residual.len());
}
for pending in residual {
if pending.commit(
&mut self.typ,
&mut self.buffer,
self.censor_threshold,
self.censor_first_character_threshold,
self.censor_replacement,
) {
#[cfg(any(feature = "find_false_positives", feature = "trace"))]
{
self.match_ptrs ^= pending.node as *const _ as usize;
self.total_matches += 1;
self.total_match_characters += pending.end - pending.start;
}
}
}
if let Some(c) = self.buffer.spy_next() {
return Some(c);
}
self.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)
}sourcepub fn isnt(self, threshold: Self) -> bool
pub fn isnt(self, threshold: Self) -> bool
Logical opposite of Self::is.
Examples found in repository?
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pub(crate) fn commit<I: Iterator<Item = char>>(
&self,
typ: &mut Type,
spy: &mut BufferProxyIterator<I>,
censor_threshold: Type,
censor_first_character_threshold: Type,
censor_replacement: char,
) -> bool {
#[cfg(feature = "trace")]
print!(
"Committing {} with begin_separate={}, spaces={}, skipped={}, end_separate={}, depth={}, replacements={}, contains_space={}: ",
self.node.trace,
self.begin_separate,
self.spaces,
self.skipped,
self.end_separate,
self.node.depth,
self.replacements,
self.node.contains_space
);
let too_many_replacements = !(self.begin_separate
&& (self.end_separate
|| (self.spaces == 0
&& self.node.depth > 2
&& self.node.typ.is(Type::MODERATE_OR_HIGHER))))
&& self.node.depth > 1
// In theory, prevents blahsex, but allows blahsexblah.
&& (!(self.end_separate || self.begin_separate) || self.node.depth < 3 || self.spaces.max(self.skipped).max(self.replacements) > 0 || self.node.typ.isnt(Type::MODERATE_OR_HIGHER))
&& self.spaces.max(self.skipped).max(self.replacements) as usize + 4 > self.node.depth as usize;
let low_confidence_replacements = self.low_confidence_replacements > 1
&& self.low_confidence_replacements as usize
> (self.end - self.start).saturating_sub(1)
&& self.node.depth > 1;
let low_confidence_short = self.replacements >= self.node.depth
&& self.node.depth <= 3
&& !self.node.typ.is(Type::SEVERE);
// Make it so "squirrels word" doesn't contain "s word"
let low_confidence_special = self.node.contains_space && !self.begin_separate;
if too_many_replacements
|| low_confidence_replacements
|| low_confidence_short
|| low_confidence_special
{
// Match isn't strong enough.
#[cfg(feature = "trace")]
println!(
"(rejected: {} {} {} {})",
too_many_replacements,
low_confidence_replacements,
low_confidence_short,
low_confidence_special
);
return false;
}
#[cfg(feature = "trace")]
println!("(committed)");
// Apply detection.
*typ |= self.node.typ
| if self.replacements >= 2 {
Type::EVASIVE & Type::MILD
} else {
Type::NONE
};
// Decide whether to censor.
if self.node.typ.is(censor_threshold) {
// Decide whether to censor the first character.
let offset =
if self.node.typ.is(censor_first_character_threshold) || self.node.depth == 1 {
0
} else {
1
};
spy.censor(self.start + offset..=self.end, censor_replacement);
}
true
}More examples
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pub fn process_with_options(
&mut self,
message: String,
options: &ContextProcessingOptions,
) -> Result<String, BlockReason> {
let now = Instant::now();
let elapsed = self.last_message.map(|l| now - l).unwrap_or(Duration::ZERO);
let suspicion = self.suspicion.max(1).saturating_mul(self.reports.max(1));
// How convinced are we that the user is a bad actor.
let is_kinda_sus = suspicion >= 2;
let is_impostor = suspicion >= 15;
// Don't give bad actors the benefit of the doubt when it comes to meanness.
let meanness_threshold = if is_impostor {
Type::MILD_OR_HIGHER
} else if is_kinda_sus {
Type::MODERATE_OR_HIGHER
} else {
Type::SEVERE
};
let censor_threshold =
Type::PROFANE | Type::OFFENSIVE | Type::SEXUAL | (Type::MEAN & meanness_threshold);
// Don't give bad actors the benefit of letting their first character through.
let censor_first_character_threshold = if is_kinda_sus {
censor_threshold
} else {
// Mainly for protection against the n-word being discernible.
Type::OFFENSIVE & Type::SEVERE
};
let (mut censored, analysis) = Censor::from_str(&message)
.with_censor_threshold(censor_threshold)
.with_censor_first_character_threshold(censor_first_character_threshold)
.censor_and_analyze();
let mut censored_str = if should_skip_censor(&message) {
message.as_str()
} else {
censored.as_str()
};
if let Some(character_limit) = options.character_limit {
#[cfg(feature = "width")]
{
censored_str = crate::trim_to_width(censored_str, character_limit.get());
}
if let Some((limit, _)) = censored_str.char_indices().nth(character_limit.get()) {
censored_str = &censored_str[..limit];
}
}
if options.trim_whitespace {
censored_str = trim_whitespace(censored_str);
}
if censored_str.len() < censored.len() {
// Something was trimmed, must must re-allocate.
censored = String::from(censored_str);
}
self.total = self.total.saturating_add(1);
if analysis.is(Type::INAPPROPRIATE) {
self.total_inappropriate = self.total_inappropriate.saturating_add(1);
}
// Collecting suspicion.
let type_to_sus = |typ: Type| -> u8 {
let combined = analysis & typ;
if combined.is(Type::SEVERE) {
3
} else if combined.is(Type::MODERATE) {
2
} else if combined.is(Type::MILD) {
1
} else {
0
}
};
// Repetition detection.
let mut recent_similar = 0;
if let Some(opts) = options.repetition_limit.as_ref() {
self.history.retain(|&(_, t)| now - t < opts.memory);
for (recent_message, _) in &self.history {
if strsim::normalized_levenshtein(recent_message, &message)
>= opts.similarity_threshold as f64
{
recent_similar += 1;
}
}
}
let mut new_suspicion = type_to_sus(Type::PROFANE | Type::OFFENSIVE | Type::SEXUAL)
+ type_to_sus(Type::EVASIVE)
+ type_to_sus(Type::SPAM);
if recent_similar >= 2 {
// Don't penalize as much for repeated messages, since an innocent user may repeat their
// message multiple times if it was erroneously detected.
new_suspicion /= 2;
}
if ((is_kinda_sus && new_suspicion >= 4) || (is_impostor && new_suspicion >= 2))
&& !options.max_safe_timeout.is_zero()
{
if let Some(only_safe_until) =
self.only_safe_until
.unwrap_or(now)
.checked_add(if self.reports > 0 {
Duration::from_secs(10 * 60)
} else {
Duration::from_secs(5 * 60)
})
{
self.only_safe_until = Some(only_safe_until.min(now + options.max_safe_timeout));
}
}
self.suspicion = self.suspicion.saturating_add(new_suspicion);
let remaining_rate_limit = Self::remaining_duration(&mut self.rate_limited_until, now);
if let Some(remaining) = options
.safe_mode_until
.filter(|_| analysis.isnt(Type::SAFE))
.and_then(|until| until.checked_duration_since(now))
{
Err(BlockReason::Unsafe {
remaining,
targeted: false,
})
} else if let Some(dur) =
Self::remaining_duration(&mut self.muted_until, now).filter(|_| options.block_if_muted)
{
Err(BlockReason::Muted(dur))
} else if options.block_if_empty && censored.is_empty() {
Err(BlockReason::Empty)
} else if let Some(dur) = options
.rate_limit
.as_ref()
.and_then(|opt| remaining_rate_limit.filter(|_| self.burst_used >= opt.burst))
{
Err(BlockReason::Spam(dur))
} else if options
.repetition_limit
.as_ref()
.map(|opts| recent_similar >= opts.limit)
.unwrap_or(false)
{
Err(BlockReason::Repetitious(recent_similar as usize))
} else if options.block_if_severely_inappropriate
&& analysis.is(Type::INAPPROPRIATE & Type::SEVERE)
{
Err(BlockReason::Inappropriate(analysis))
} else if let Some(remaining) = Self::remaining_duration(&mut self.only_safe_until, now)
.filter(|_| !(analysis.is(Type::SAFE) || options.max_safe_timeout.is_zero()))
{
Err(BlockReason::Unsafe {
remaining,
targeted: true,
})
} else {
self.last_message = Some(now);
if let Some(rate_limit_options) = options.rate_limit.as_ref() {
// How many messages does this count for against the rate limit.
let rate_limit_messages =
if let Some(char_limit) = rate_limit_options.character_limit {
let char_count = message.chars().count();
#[cfg(feature = "width")]
let char_count = char_count.max(crate::width_str(&message));
(char_count / char_limit.get() as usize).clamp(1, 3) as u8
} else {
1
};
self.burst_used = if remaining_rate_limit.is_some() {
self.burst_used.saturating_add(rate_limit_messages)
} else {
self.burst_used.saturating_sub(
(elapsed.as_nanos() / rate_limit_options.limit.as_nanos())
.min(u8::MAX as u128) as u8,
)
};
if let Some(rate_limited_until) =
self.rate_limited_until.unwrap_or(now).checked_add(
rate_limit_options.limit * (rate_limit_messages + new_suspicion) as u32,
)
{
self.rate_limited_until = Some(rate_limited_until);
}
}
// Forgiveness (minus one suspicion per safe message, and also per minute between messages).
self.suspicion = self.suspicion.saturating_sub(
(elapsed.as_secs() / 60).clamp(analysis.is(Type::SAFE) as u64, u8::MAX as u64)
as u8,
);
if let Some(repetition_blocking_options) = options.repetition_limit.as_ref() {
if self.history.len() >= repetition_blocking_options.limit as usize * 2 {
self.history.pop_front();
}
self.history.push_back((message, now));
}
Ok(censored)
}
}pub fn empty() -> Self
pub fn is_empty(self) -> bool
pub fn bits(self) -> u32
Trait Implementations§
source§impl BitAndAssign<Type> for Type
impl BitAndAssign<Type> for Type
source§fn bitand_assign(&mut self, rhs: Self)
fn bitand_assign(&mut self, rhs: Self)
&= operation. Read moresource§impl BitOrAssign<Type> for Type
impl BitOrAssign<Type> for Type
source§fn bitor_assign(&mut self, rhs: Self)
fn bitor_assign(&mut self, rhs: Self)
|= operation. Read moresource§impl Debug for Type
impl Debug for Type
Note: Can’t impl directly on TypeRepr due to https://github.com/bitflags/bitflags/issues/218