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| 1 | +// Copyright 2024 The Matrix.org Foundation C.I.C. |
| 2 | +// |
| 3 | +// Licensed under the Apache License, Version 2.0 (the "License"); |
| 4 | +// you may not use this file except in compliance with the License. |
| 5 | +// You may obtain a copy of the License at |
| 6 | +// |
| 7 | +// http://www.apache.org/licenses/LICENSE-2.0 |
| 8 | +// |
| 9 | +// Unless required by applicable law or agreed to in writing, software |
| 10 | +// distributed under the License is distributed on an "AS IS" BASIS, |
| 11 | +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 12 | +// See the License for the specific language governing permissions and |
| 13 | +// limitations under the License. |
| 14 | + |
| 15 | +//! Simple but efficient types to find duplicated events. See [`Deduplicator`] |
| 16 | +//! to learn more. |
| 17 | +
|
| 18 | +use std::{collections::BTreeSet, sync::Mutex}; |
| 19 | + |
| 20 | +use growable_bloom_filter::{GrowableBloom, GrowableBloomBuilder}; |
| 21 | + |
| 22 | +use super::store::{Event, RoomEvents}; |
| 23 | + |
| 24 | +/// `Deduplicator` is an efficient type to find duplicated events. |
| 25 | +/// |
| 26 | +/// It uses a [bloom filter] to provide a memory efficient probabilistic answer |
| 27 | +/// to: “has event E been seen already?”. False positives are possible, while |
| 28 | +/// false negatives are impossible. In the case of a positive reply, we fallback |
| 29 | +/// to a linear (backward) search on all events to check whether it's a false |
| 30 | +/// positive or not |
| 31 | +/// |
| 32 | +/// [bloom filter]: https://en.wikipedia.org/wiki/Bloom_filter |
| 33 | +pub struct Deduplicator { |
| 34 | + bloom_filter: Mutex<GrowableBloom>, |
| 35 | +} |
| 36 | + |
| 37 | +impl Deduplicator { |
| 38 | + const APPROXIMATED_MAXIMUM_NUMBER_OF_EVENTS: usize = 800_000; |
| 39 | + const DESIRED_FALSE_POSITIVE_RATE: f64 = 0.001; |
| 40 | + |
| 41 | + /// Create a new `Deduplicator`. |
| 42 | + pub fn new() -> Self { |
| 43 | + Self { |
| 44 | + bloom_filter: Mutex::new( |
| 45 | + GrowableBloomBuilder::new() |
| 46 | + .estimated_insertions(Self::APPROXIMATED_MAXIMUM_NUMBER_OF_EVENTS) |
| 47 | + .desired_error_ratio(Self::DESIRED_FALSE_POSITIVE_RATE) |
| 48 | + .build(), |
| 49 | + ), |
| 50 | + } |
| 51 | + } |
| 52 | + |
| 53 | + /// Scan a collection of events and detect duplications. |
| 54 | + /// |
| 55 | + /// This method takes a collection of events `new_events_to_scan` and |
| 56 | + /// returns a new collection of events, where each event is decorated by |
| 57 | + /// a [`Decoration`], so that the caller can decide what to do with |
| 58 | + /// these events. |
| 59 | + /// |
| 60 | + /// Each scanned event will update `Self`'s internal state. |
| 61 | + /// |
| 62 | + /// `existing_events` represents all events of a room that already exist. |
| 63 | + pub fn scan_and_learn<'a, I>( |
| 64 | + &'a self, |
| 65 | + new_events_to_scan: I, |
| 66 | + existing_events: &'a RoomEvents, |
| 67 | + ) -> impl Iterator<Item = Decoration<I::Item>> + 'a |
| 68 | + where |
| 69 | + I: Iterator<Item = Event> + 'a, |
| 70 | + { |
| 71 | + // `new_scanned_events` is not a field of `Self` because it is used only detect |
| 72 | + // duplicates in `new_events_to_scan`. |
| 73 | + let mut new_scanned_events = BTreeSet::new(); |
| 74 | + |
| 75 | + new_events_to_scan.map(move |event| { |
| 76 | + let Some(event_id) = event.event_id() else { |
| 77 | + // The event has no `event_id`. |
| 78 | + return Decoration::Invalid(event); |
| 79 | + }; |
| 80 | + |
| 81 | + if self.bloom_filter.lock().unwrap().check_and_set(&event_id) { |
| 82 | + // Oh oh, it looks like we have found a duplicate! |
| 83 | + // |
| 84 | + // However, bloom filters have false positives. We are NOT sure the event is NOT |
| 85 | + // present. Even if the false positive rate is low, we need to |
| 86 | + // iterate over all events to ensure it isn't present. |
| 87 | + |
| 88 | + // First, let's ensure `event` is not a duplicate from `new_events_to_scan`, |
| 89 | + // i.e. if the iterator itself contains duplicated events! We use a `BTreeSet`, |
| 90 | + // otherwise using a bloom filter again may generate false positives. |
| 91 | + if new_scanned_events.contains(&event_id) { |
| 92 | + // The iterator contains a duplicated `event`. |
| 93 | + return Decoration::Duplicated(event); |
| 94 | + } |
| 95 | + |
| 96 | + // Second, we can iterate over all events to ensure `event` is not present in |
| 97 | + // `existing_events`. |
| 98 | + let duplicated = existing_events.revents().any(|(_position, other_event)| { |
| 99 | + other_event.event_id().as_ref() == Some(&event_id) |
| 100 | + }); |
| 101 | + |
| 102 | + new_scanned_events.insert(event_id); |
| 103 | + |
| 104 | + if duplicated { |
| 105 | + Decoration::Duplicated(event) |
| 106 | + } else { |
| 107 | + Decoration::Unique(event) |
| 108 | + } |
| 109 | + } else { |
| 110 | + new_scanned_events.insert(event_id); |
| 111 | + |
| 112 | + // Bloom filter has no false negatives. We are sure the event is NOT present: we |
| 113 | + // can keep it in the iterator. |
| 114 | + Decoration::Unique(event) |
| 115 | + } |
| 116 | + }) |
| 117 | + } |
| 118 | +} |
| 119 | + |
| 120 | +/// Information about the scanned collection of events. |
| 121 | +#[derive(Debug)] |
| 122 | +pub enum Decoration<I> { |
| 123 | + /// This event is not duplicated. |
| 124 | + Unique(I), |
| 125 | + |
| 126 | + /// This event is duplicated. |
| 127 | + Duplicated(I), |
| 128 | + |
| 129 | + /// This event is invalid (i.e. not well formed). |
| 130 | + Invalid(I), |
| 131 | +} |
| 132 | + |
| 133 | +#[cfg(test)] |
| 134 | +mod tests { |
| 135 | + use assert_matches2::assert_let; |
| 136 | + use matrix_sdk_base::deserialized_responses::SyncTimelineEvent; |
| 137 | + use matrix_sdk_test::{EventBuilder, ALICE}; |
| 138 | + use ruma::{events::room::message::RoomMessageEventContent, owned_event_id, EventId}; |
| 139 | + |
| 140 | + use super::*; |
| 141 | + |
| 142 | + fn sync_timeline_event(event_builder: &EventBuilder, event_id: &EventId) -> SyncTimelineEvent { |
| 143 | + SyncTimelineEvent::new(event_builder.make_sync_message_event_with_id( |
| 144 | + *ALICE, |
| 145 | + event_id, |
| 146 | + RoomMessageEventContent::text_plain("foo"), |
| 147 | + )) |
| 148 | + } |
| 149 | + |
| 150 | + #[test] |
| 151 | + fn test_filter_no_duplicate() { |
| 152 | + let event_builder = EventBuilder::new(); |
| 153 | + |
| 154 | + let event_id_0 = owned_event_id!("$ev0"); |
| 155 | + let event_id_1 = owned_event_id!("$ev1"); |
| 156 | + let event_id_2 = owned_event_id!("$ev2"); |
| 157 | + |
| 158 | + let event_0 = sync_timeline_event(&event_builder, &event_id_0); |
| 159 | + let event_1 = sync_timeline_event(&event_builder, &event_id_1); |
| 160 | + let event_2 = sync_timeline_event(&event_builder, &event_id_2); |
| 161 | + |
| 162 | + let deduplicator = Deduplicator::new(); |
| 163 | + let existing_events = RoomEvents::new(); |
| 164 | + |
| 165 | + let mut events = |
| 166 | + deduplicator.scan_and_learn([event_0, event_1, event_2].into_iter(), &existing_events); |
| 167 | + |
| 168 | + assert_let!(Some(Decoration::Unique(event)) = events.next()); |
| 169 | + assert_eq!(event.event_id(), Some(event_id_0)); |
| 170 | + |
| 171 | + assert_let!(Some(Decoration::Unique(event)) = events.next()); |
| 172 | + assert_eq!(event.event_id(), Some(event_id_1)); |
| 173 | + |
| 174 | + assert_let!(Some(Decoration::Unique(event)) = events.next()); |
| 175 | + assert_eq!(event.event_id(), Some(event_id_2)); |
| 176 | + |
| 177 | + assert!(events.next().is_none()); |
| 178 | + } |
| 179 | + |
| 180 | + #[test] |
| 181 | + fn test_filter_duplicates_in_new_events() { |
| 182 | + let event_builder = EventBuilder::new(); |
| 183 | + |
| 184 | + let event_id_0 = owned_event_id!("$ev0"); |
| 185 | + let event_id_1 = owned_event_id!("$ev1"); |
| 186 | + |
| 187 | + let event_0 = sync_timeline_event(&event_builder, &event_id_0); |
| 188 | + let event_1 = sync_timeline_event(&event_builder, &event_id_1); |
| 189 | + |
| 190 | + let deduplicator = Deduplicator::new(); |
| 191 | + let existing_events = RoomEvents::new(); |
| 192 | + |
| 193 | + let mut events = deduplicator.scan_and_learn( |
| 194 | + [ |
| 195 | + event_0.clone(), // OK |
| 196 | + event_0, // Not OK |
| 197 | + event_1, // OK |
| 198 | + ] |
| 199 | + .into_iter(), |
| 200 | + &existing_events, |
| 201 | + ); |
| 202 | + |
| 203 | + assert_let!(Some(Decoration::Unique(event)) = events.next()); |
| 204 | + assert_eq!(event.event_id(), Some(event_id_0.clone())); |
| 205 | + |
| 206 | + assert_let!(Some(Decoration::Duplicated(event)) = events.next()); |
| 207 | + assert_eq!(event.event_id(), Some(event_id_0)); |
| 208 | + |
| 209 | + assert_let!(Some(Decoration::Unique(event)) = events.next()); |
| 210 | + assert_eq!(event.event_id(), Some(event_id_1)); |
| 211 | + |
| 212 | + assert!(events.next().is_none()); |
| 213 | + } |
| 214 | + |
| 215 | + #[test] |
| 216 | + fn test_filter_duplicates_with_existing_events() { |
| 217 | + let event_builder = EventBuilder::new(); |
| 218 | + |
| 219 | + let event_id_0 = owned_event_id!("$ev0"); |
| 220 | + let event_id_1 = owned_event_id!("$ev1"); |
| 221 | + let event_id_2 = owned_event_id!("$ev2"); |
| 222 | + |
| 223 | + let event_0 = sync_timeline_event(&event_builder, &event_id_0); |
| 224 | + let event_1 = sync_timeline_event(&event_builder, &event_id_1); |
| 225 | + let event_2 = sync_timeline_event(&event_builder, &event_id_2); |
| 226 | + |
| 227 | + let deduplicator = Deduplicator::new(); |
| 228 | + let mut existing_events = RoomEvents::new(); |
| 229 | + |
| 230 | + // Simulate `event_1` is inserted inside `existing_events`. |
| 231 | + { |
| 232 | + let mut events = |
| 233 | + deduplicator.scan_and_learn([event_1.clone()].into_iter(), &existing_events); |
| 234 | + |
| 235 | + assert_let!(Some(Decoration::Unique(event_1)) = events.next()); |
| 236 | + assert_eq!(event_1.event_id(), Some(event_id_1.clone())); |
| 237 | + |
| 238 | + assert!(events.next().is_none()); |
| 239 | + |
| 240 | + drop(events); // make the borrow checker happy. |
| 241 | + |
| 242 | + // Now we can push `event_1` inside `existing_events`. |
| 243 | + existing_events.push_events([event_1]); |
| 244 | + } |
| 245 | + |
| 246 | + // `event_1` will be duplicated. |
| 247 | + { |
| 248 | + let mut events = deduplicator.scan_and_learn( |
| 249 | + [ |
| 250 | + event_0, // OK |
| 251 | + event_1, // Not OK |
| 252 | + event_2, // Ok |
| 253 | + ] |
| 254 | + .into_iter(), |
| 255 | + &existing_events, |
| 256 | + ); |
| 257 | + |
| 258 | + assert_let!(Some(Decoration::Unique(event)) = events.next()); |
| 259 | + assert_eq!(event.event_id(), Some(event_id_0)); |
| 260 | + |
| 261 | + assert_let!(Some(Decoration::Duplicated(event)) = events.next()); |
| 262 | + assert_eq!(event.event_id(), Some(event_id_1)); |
| 263 | + |
| 264 | + assert_let!(Some(Decoration::Unique(event)) = events.next()); |
| 265 | + assert_eq!(event.event_id(), Some(event_id_2)); |
| 266 | + |
| 267 | + assert!(events.next().is_none()); |
| 268 | + } |
| 269 | + } |
| 270 | +} |
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