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authorAlex Auvolat <alex@adnab.me>2021-03-10 16:21:56 +0100
committerAlex Auvolat <alex@adnab.me>2021-03-10 16:21:56 +0100
commitf319a7d3740ba8b83c9c0eae27edfda1c1d14c03 (patch)
treeefde4606ad33dcf5ad357f82553ad3b07d4a9858 /src/table/crdt/lww.rs
parent6a3dcf39740cda27e61b93582b6fea66991ec4f2 (diff)
downloadgarage-f319a7d3740ba8b83c9c0eae27edfda1c1d14c03.tar.gz
garage-f319a7d3740ba8b83c9c0eae27edfda1c1d14c03.zip
Refactor model stuff, including cleaner CRDTs
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+use serde::{Deserialize, Serialize};
+
+use garage_util::data::now_msec;
+
+use crate::crdt::crdt::*;
+
+/// Last Write Win (LWW)
+///
+/// An LWW CRDT associates a timestamp with a value, in order to implement a
+/// time-based reconciliation rule: the most recent write wins.
+/// For completeness, the LWW reconciliation rule must also be defined for two LWW CRDTs
+/// with the same timestamp but different values.
+///
+/// In our case, we add the constraint that the value that is wrapped inside the LWW CRDT must
+/// itself be a CRDT: in the case when the timestamp does not allow us to decide on which value to
+/// keep, the merge rule of the inner CRDT is applied on the wrapped values. (Note that all types
+/// that implement the `Ord` trait get a default CRDT implemetnation that keeps the maximum value.
+/// This enables us to use LWW directly with primitive data types such as numbers or strings. It is
+/// generally desirable in this case to never explicitly produce LWW values with the same timestamp
+/// but different inner values, as the rule to keep the maximum value isn't generally the desired
+/// semantics.)
+///
+/// As multiple computers clocks are always desynchronized,
+/// when operations are close enough, it is equivalent to
+/// take one copy and drop the other one.
+///
+/// Given that clocks are not too desynchronized, this assumption
+/// is enough for most cases, as there is few chance that two humans
+/// coordonate themself faster than the time difference between two NTP servers.
+///
+/// As a more concret example, let's suppose you want to upload a file
+/// with the same key (path) in the same bucket at the very same time.
+/// For each request, the file will be timestamped by the receiving server
+/// and may differ from what you observed with your atomic clock!
+///
+/// This scheme is used by AWS S3 or Soundcloud and often without knowing
+/// in entreprise when reconciliating databases with ad-hoc scripts.
+#[derive(Clone, Debug, Serialize, Deserialize, PartialEq)]
+pub struct LWW<T> {
+ ts: u64,
+ v: T,
+}
+
+impl<T> LWW<T>
+where
+ T: CRDT,
+{
+ /// Creates a new CRDT
+ ///
+ /// CRDT's internal timestamp is set with current node's clock.
+ pub fn new(value: T) -> Self {
+ Self {
+ ts: now_msec(),
+ v: value,
+ }
+ }
+
+ /// Build a new CRDT from a previous non-compatible one
+ ///
+ /// Compared to new, the CRDT's timestamp is not set to now
+ /// but must be set to the previous, non-compatible, CRDT's timestamp.
+ pub fn migrate_from_raw(ts: u64, value: T) -> Self {
+ Self { ts, v: value }
+ }
+
+ /// Update the LWW CRDT while keeping some causal ordering.
+ ///
+ /// The timestamp of the LWW CRDT is updated to be the current node's clock
+ /// at time of update, or the previous timestamp + 1 if that's bigger,
+ /// so that the new timestamp is always strictly larger than the previous one.
+ /// This ensures that merging the update with the old value will result in keeping
+ /// the updated value.
+ pub fn update(&mut self, new_value: T) {
+ self.ts = std::cmp::max(self.ts + 1, now_msec());
+ self.v = new_value;
+ }
+
+ /// Get the CRDT value
+ pub fn get(&self) -> &T {
+ &self.v
+ }
+
+ /// Get a mutable reference to the CRDT's value
+ ///
+ /// This is usefull to mutate the inside value without changing the LWW timestamp.
+ /// When such mutation is done, the merge between two LWW values is done using the inner
+ /// CRDT's merge operation. This is usefull in the case where the inner CRDT is a large
+ /// data type, such as a map, and we only want to change a single item in the map.
+ /// To do this, we can produce a "CRDT delta", i.e. a LWW that contains only the modification.
+ /// This delta consists in a LWW with the same timestamp, and the map
+ /// inside only contains the updated value.
+ /// The advantage of such a delta is that it is much smaller than the whole map.
+ ///
+ /// Avoid using this if the inner data type is a primitive type such as a number or a string,
+ /// as you will then rely on the merge function defined on `Ord` types by keeping the maximum
+ /// of both values.
+ pub fn get_mut(&mut self) -> &mut T {
+ &mut self.v
+ }
+}
+
+impl<T> CRDT for LWW<T>
+where
+ T: Clone + CRDT,
+{
+ fn merge(&mut self, other: &Self) {
+ if other.ts > self.ts {
+ self.ts = other.ts;
+ self.v = other.v.clone();
+ } else if other.ts == self.ts {
+ self.v.merge(&other.v);
+ }
+ }
+}