matrix_sdk/event_cache/deduplicator.rs
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// Copyright 2024 The Matrix.org Foundation C.I.C.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
//! Simple but efficient types to find duplicated events. See [`Deduplicator`]
//! to learn more.
use std::{collections::BTreeSet, fmt, sync::Mutex};
use growable_bloom_filter::{GrowableBloom, GrowableBloomBuilder};
use tracing::warn;
use super::room::events::{Event, RoomEvents};
/// `Deduplicator` is an efficient type to find duplicated events.
///
/// It uses a [bloom filter] to provide a memory efficient probabilistic answer
/// to: “has event E been seen already?”. False positives are possible, while
/// false negatives are impossible. In the case of a positive reply, we fallback
/// to a linear (backward) search on all events to check whether it's a false
/// positive or not
///
/// [bloom filter]: https://en.wikipedia.org/wiki/Bloom_filter
pub struct Deduplicator {
bloom_filter: Mutex<GrowableBloom>,
}
impl fmt::Debug for Deduplicator {
fn fmt(&self, formatter: &mut fmt::Formatter<'_>) -> fmt::Result {
formatter.debug_struct("Deduplicator").finish_non_exhaustive()
}
}
impl Deduplicator {
// Note: don't use too high numbers here, or the amount of allocated memory will
// explode. See https://github.com/matrix-org/matrix-rust-sdk/pull/4231 for details.
const APPROXIMATED_MAXIMUM_NUMBER_OF_EVENTS: usize = 1_000;
const DESIRED_FALSE_POSITIVE_RATE: f64 = 0.01;
/// Create a new `Deduplicator` with no prior knowledge of known events.
#[cfg(test)]
pub fn new() -> Self {
Self::with_initial_events(std::iter::empty())
}
/// Create a new `Deduplicator` filled with initial events.
///
/// This won't detect duplicates in the initial events, only learn about
/// those events.
pub fn with_initial_events<'a>(events: impl Iterator<Item = &'a Event>) -> Self {
let mut bloom_filter = GrowableBloomBuilder::new()
.estimated_insertions(Self::APPROXIMATED_MAXIMUM_NUMBER_OF_EVENTS)
.desired_error_ratio(Self::DESIRED_FALSE_POSITIVE_RATE)
.build();
for e in events {
let Some(event_id) = e.event_id() else {
warn!("initial event in deduplicator had no event id");
continue;
};
bloom_filter.insert(event_id);
}
Self { bloom_filter: Mutex::new(bloom_filter) }
}
/// Scan a collection of events and detect duplications.
///
/// This method takes a collection of events `new_events_to_scan` and
/// returns a new collection of events, where each event is decorated by
/// a [`Decoration`], so that the caller can decide what to do with
/// these events.
///
/// Each scanned event will update `Self`'s internal state.
///
/// `existing_events` represents all events of a room that already exist.
pub fn scan_and_learn<'a, I>(
&'a self,
new_events_to_scan: I,
existing_events: &'a RoomEvents,
) -> impl Iterator<Item = Decoration<I::Item>> + 'a
where
I: Iterator<Item = Event> + 'a,
{
// `new_scanned_events` is not a field of `Self` because it is used only detect
// duplicates in `new_events_to_scan`.
let mut new_scanned_events = BTreeSet::new();
new_events_to_scan.map(move |event| {
let Some(event_id) = event.event_id() else {
// The event has no `event_id`.
return Decoration::Invalid(event);
};
if self.bloom_filter.lock().unwrap().check_and_set(&event_id) {
// Oh oh, it looks like we have found a duplicate!
//
// However, bloom filters have false positives. We are NOT sure the event is NOT
// present. Even if the false positive rate is low, we need to
// iterate over all events to ensure it isn't present.
// First, let's ensure `event` is not a duplicate from `new_events_to_scan`,
// i.e. if the iterator itself contains duplicated events! We use a `BTreeSet`,
// otherwise using a bloom filter again may generate false positives.
if new_scanned_events.contains(&event_id) {
// The iterator contains a duplicated `event`.
return Decoration::Duplicated(event);
}
// Second, we can iterate over all events to ensure `event` is not present in
// `existing_events`.
let duplicated = existing_events.revents().any(|(_position, other_event)| {
other_event.event_id().as_ref() == Some(&event_id)
});
new_scanned_events.insert(event_id);
if duplicated {
Decoration::Duplicated(event)
} else {
Decoration::Unique(event)
}
} else {
new_scanned_events.insert(event_id);
// Bloom filter has no false negatives. We are sure the event is NOT present: we
// can keep it in the iterator.
Decoration::Unique(event)
}
})
}
}
/// Information about the scanned collection of events.
#[derive(Debug)]
pub enum Decoration<I> {
/// This event is not duplicated.
Unique(I),
/// This event is duplicated.
Duplicated(I),
/// This event is invalid (i.e. not well formed).
Invalid(I),
}
#[cfg(test)]
mod tests {
use assert_matches2::{assert_let, assert_matches};
use matrix_sdk_base::deserialized_responses::SyncTimelineEvent;
use matrix_sdk_test::event_factory::EventFactory;
use ruma::{owned_event_id, user_id, EventId};
use super::*;
fn sync_timeline_event(event_id: &EventId) -> SyncTimelineEvent {
EventFactory::new()
.text_msg("")
.sender(user_id!("@mnt_io:matrix.org"))
.event_id(event_id)
.into_sync()
}
#[test]
fn test_filter_no_duplicate() {
let event_id_0 = owned_event_id!("$ev0");
let event_id_1 = owned_event_id!("$ev1");
let event_id_2 = owned_event_id!("$ev2");
let event_0 = sync_timeline_event(&event_id_0);
let event_1 = sync_timeline_event(&event_id_1);
let event_2 = sync_timeline_event(&event_id_2);
let deduplicator = Deduplicator::new();
let existing_events = RoomEvents::new();
let mut events =
deduplicator.scan_and_learn([event_0, event_1, event_2].into_iter(), &existing_events);
assert_let!(Some(Decoration::Unique(event)) = events.next());
assert_eq!(event.event_id(), Some(event_id_0));
assert_let!(Some(Decoration::Unique(event)) = events.next());
assert_eq!(event.event_id(), Some(event_id_1));
assert_let!(Some(Decoration::Unique(event)) = events.next());
assert_eq!(event.event_id(), Some(event_id_2));
assert!(events.next().is_none());
}
#[test]
fn test_filter_duplicates_in_new_events() {
let event_id_0 = owned_event_id!("$ev0");
let event_id_1 = owned_event_id!("$ev1");
let event_0 = sync_timeline_event(&event_id_0);
let event_1 = sync_timeline_event(&event_id_1);
let deduplicator = Deduplicator::new();
let existing_events = RoomEvents::new();
let mut events = deduplicator.scan_and_learn(
[
event_0.clone(), // OK
event_0, // Not OK
event_1, // OK
]
.into_iter(),
&existing_events,
);
assert_let!(Some(Decoration::Unique(event)) = events.next());
assert_eq!(event.event_id(), Some(event_id_0.clone()));
assert_let!(Some(Decoration::Duplicated(event)) = events.next());
assert_eq!(event.event_id(), Some(event_id_0));
assert_let!(Some(Decoration::Unique(event)) = events.next());
assert_eq!(event.event_id(), Some(event_id_1));
assert!(events.next().is_none());
}
#[test]
fn test_filter_duplicates_with_existing_events() {
let event_id_0 = owned_event_id!("$ev0");
let event_id_1 = owned_event_id!("$ev1");
let event_id_2 = owned_event_id!("$ev2");
let event_0 = sync_timeline_event(&event_id_0);
let event_1 = sync_timeline_event(&event_id_1);
let event_2 = sync_timeline_event(&event_id_2);
let deduplicator = Deduplicator::new();
let mut existing_events = RoomEvents::new();
// Simulate `event_1` is inserted inside `existing_events`.
{
let mut events =
deduplicator.scan_and_learn([event_1.clone()].into_iter(), &existing_events);
assert_let!(Some(Decoration::Unique(event_1)) = events.next());
assert_eq!(event_1.event_id(), Some(event_id_1.clone()));
assert!(events.next().is_none());
drop(events); // make the borrow checker happy.
// Now we can push `event_1` inside `existing_events`.
existing_events.push_events([event_1]);
}
// `event_1` will be duplicated.
{
let mut events = deduplicator.scan_and_learn(
[
event_0, // OK
event_1, // Not OK
event_2, // Ok
]
.into_iter(),
&existing_events,
);
assert_let!(Some(Decoration::Unique(event)) = events.next());
assert_eq!(event.event_id(), Some(event_id_0));
assert_let!(Some(Decoration::Duplicated(event)) = events.next());
assert_eq!(event.event_id(), Some(event_id_1));
assert_let!(Some(Decoration::Unique(event)) = events.next());
assert_eq!(event.event_id(), Some(event_id_2));
assert!(events.next().is_none());
}
}
#[test]
fn test_bloom_filter_growth() {
// This test was used as a testbed to observe, using `valgrind --tool=massive`,
// the total memory allocated by the deduplicator. We keep it checked in
// to revive this experiment in the future, if needs be.
let num_rooms = if let Ok(num_rooms) = std::env::var("ROOMS") {
num_rooms.parse().unwrap()
} else {
10
};
let num_events = if let Ok(num_events) = std::env::var("EVENTS") {
num_events.parse().unwrap()
} else {
100
};
let mut dedups = Vec::with_capacity(num_rooms);
for _ in 0..num_rooms {
let dedup = Deduplicator::new();
let existing_events = RoomEvents::new();
for i in 0..num_events {
let event = sync_timeline_event(&EventId::parse(format!("$event{i}")).unwrap());
let mut it = dedup.scan_and_learn([event].into_iter(), &existing_events);
assert_matches!(it.next(), Some(Decoration::Unique(..)));
assert_matches!(it.next(), None);
}
dedups.push(dedup);
}
}
}