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//! # LSEQ //! //! An LSEQ tree is a CRDT for storing sequences of data (Strings, ordered lists). //! It provides an efficient view of the stored sequence, with fast index, insertion and deletion //! operations. //! //! LSEQ [1] is a member of the LOGOOT [2] family of algorithms for CRDT sequences. The major difference //! with LOGOOT is in the _allocation strategy_ that LSEQ employs to handle insertions. //! //! Internally, LSEQ views the sequence as the nodes of an ordered, exponential tree. An //! exponential tree is a tree where the number of childen grows exponentially with the depth of a //! node. For LSEQ, each layer of the tree doubles the available space. Each child is numbered from //! 0..2^(3+depth). The first and last child of a node cannot be turned into leaves. //! //! The path from the root of a tree to a node is called the _identifier_ of an element. //! //! The major challenge for LSEQs is the question of generating new identifiers for insertions. //! //! If we have the sequence of ordered pairs of identifiers and values `[ ix1: a , ix2: b , ix3: c ]`, //! and we want to insert `d` at the second position, we must find an identifer ix4 such that //! ix1 < ix4 < ix2. This ensures that every site will insert d in the same relative position in //! the sequence even if they dont have ix2 or ix1 yet. The [`IdentGen`] encapsulates this identifier //! generation, and ensures that the result is always between the two provided bounds. //! //! LSEQ is a CmRDT, to guarantee convergence it must see every operation. It also requires that //! they are delivered in a _causal_ order. Every deletion _must_ be applied _after_ it's //! corresponding insertion. To guarantee this property, use a causality barrier. //! //! [1] B. Nédelec, P. Molli, A. Mostefaoui, and E. Desmontils, //! “LSEQ: an adaptive structure for sequences in distributed collaborative editing,” //! in Proceedings of the 2013 ACM symposium on Document engineering - DocEng ’13, //! Florence, Italy, 2013, p. 37, doi: 10.1145/2494266.2494278. //! //! [2] S. Weiss, P. Urso, and P. Molli, //! “Logoot: A Scalable Optimistic Replication Algorithm for Collaborative Editing on P2P Networks,” //! in 2009 29th IEEE International Conference on Distributed Computing Systems, //! Montreal, Quebec, Canada, Jun. 2009, pp. 404–412, doi: 10.1109/ICDCS.2009.75. /// Contains the implementation of the exponential tree for LSeq pub mod ident; use ident::{IdentGen, Identifier}; use serde::{Deserialize, Serialize}; use crate::{Actor, CmRDT, Dot}; /// An `Entry` to the LSEQ consists of: #[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq, Hash, PartialOrd)] pub struct Entry<T, A: Actor> { /// The identifier of the entry. pub id: Identifier<A>, /// The site id that inserted this entry. pub dot: Dot<A>, /// The element for the entry. pub val: T, } /// As described in the module documentation: /// /// An LSEQ tree is a CRDT for storing sequences of data (Strings, ordered lists). /// It provides an efficient view of the stored sequence, with fast index, insertion and deletion /// operations. #[derive(Clone, Serialize, Deserialize, PartialEq, Eq, Hash, PartialOrd)] pub struct LSeq<T, A: Actor> { seq: Vec<Entry<T, A>>, gen: IdentGen<A>, dot: Dot<A>, } /// Operations that can be performed on an LSeq tree #[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq, Hash, PartialOrd)] pub enum Op<T, A: Actor> { /// Insert an element Insert { /// Identifier to insert at id: Identifier<A>, /// clock of site that issued insertion dot: Dot<A>, /// Element to insert val: T, }, /// Delete an element Delete { /// The original clock information of the insertion we're removing remote: Dot<A>, /// Identifier to remove id: Identifier<A>, /// id of site that issued delete dot: Dot<A>, }, } impl<T, A: Actor> Op<T, A> { /// Return the Dot originating the operation pub fn dot(&self) -> &Dot<A> { match self { Op::Insert { dot, .. } | Op::Delete { dot, .. } => dot, } } /// Return the Identifier contained in the operation pub fn id(&self) -> &Identifier<A> { match self { Op::Insert { id, .. } | Op::Delete { id, .. } => id, } } } impl<T: Clone, A: Actor> LSeq<T, A> { /// Create an empty LSEQ pub fn new(id: A) -> Self { LSeq { seq: Vec::new(), gen: IdentGen::new(id.clone()), dot: Dot::new(id, 0), } } /// Create an empty LSEQ with custom base size pub fn new_with_args(id: A, base: u8, boundary: u64) -> Self { LSeq { seq: Vec::new(), gen: IdentGen::new_with_args(id.clone(), base, boundary), dot: Dot::new(id, 0), } } /// Perform a local insertion of an element at a given position. /// If `ix` is greater than the length of the LSeq then it is appended to the end. /// /// # Panics /// /// * If the allocation of a new index was not between `ix` and `ix - 1`. pub fn insert_index(&mut self, ix: usize, val: T) -> Op<T, A> { let min_id = self.gen.lower(); let max_id = self.gen.upper(); // If we're inserting past the length of the LSEQ then it's the same as appending. let (lower_id, upper_id) = if self.seq.len() <= ix { let prev = self.seq.last().map(|entry| &entry.id).unwrap_or(&min_id); (prev, &max_id) } else { // To insert an element at position ix, we want it to appear in the sequence between // ix - 1 and ix. To do this, retrieve each bound defaulting to the lower and upper // bounds respectively if they are not found. let prev = match ix.checked_sub(1) { Some(i) => &self.seq[i].id, None => &min_id, }; let next = self.seq.get(ix).map(|entry| &entry.id).unwrap_or(&max_id); (prev, next) }; let ix_ident = self.gen.alloc(&lower_id, &upper_id); assert!(lower_id < &ix_ident); assert!(&ix_ident < upper_id); self.dot.apply_inc(); let op = Op::Insert { id: ix_ident, dot: self.dot.clone(), val, }; // TODO: refactor to follow the library API (don't apply ops immediately) self.apply(op.clone()); op } /// Perform a local insertion of an element at the end of the sequence. pub fn append(&mut self, c: T) -> Op<T, A> { let ix = self.seq.len(); self.insert_index(ix, c) } /// Perform a local deletion at `ix`. /// /// If `ix` is out of bounds, i.e. `ix > self.len()`, then /// the `Op` is not performed and `None` is returned. pub fn delete_index(&mut self, ix: usize) -> Option<Op<T, A>> { if ix >= self.seq.len() { return None; } let data = self.seq[ix].clone(); self.dot.apply_inc(); let op = Op::Delete { id: data.id, remote: data.dot, dot: self.dot.clone(), }; self.apply(op.clone()); Some(op) } /// Perform a local deletion at `ix`. If `ix` is out of bounds /// then the last element will be deleted, i.e. `self.len() - 1`. pub fn delete_index_or_last(&mut self, ix: usize) -> Op<T, A> { match self.delete_index(ix) { None => self .delete_index(self.len() - 1) .expect("delete_index_or_last: 'self.len() - 1'"), Some(op) => op, } } /// Get the length of the LSEQ. pub fn len(&self) -> usize { self.seq.len() } /// Check if the LSEQ is empty. pub fn is_empty(&self) -> bool { self.seq.is_empty() } /// Get the elements represented by the LSEQ. pub fn iter(&self) -> impl Iterator<Item = &T> + '_ { self.seq.iter().map(|Entry { val, .. }| val) } /// Get the elements' Entry from the LSEQ. pub fn iter_entries(&self) -> impl Iterator<Item = &Entry<T, A>> + '_ { self.seq.iter() } /// Get an element at an index from the sequence represented by the LSEQ. pub fn get(&self, ix: usize) -> Option<&T> { self.seq.get(ix).map(|Entry { val, .. }| val) } /// Finds an entry searching by its Identifier. pub fn find_entry(&self, ident: &Identifier<A>) -> Option<&Entry<T, A>> { self.seq.iter().find(|Entry { id, .. }| id == ident) } /// Get last element of the sequence represented by the LSEQ. pub fn last(&self) -> Option<&T> { self.last_entry().map(|Entry { val, .. }| val) } /// Get the last Entry of the sequence represented by the LSEQ. pub fn last_entry(&self) -> Option<&Entry<T, A>> { self.seq.last() } /// Actor who is initiating operations on this LSeq pub fn actor(&self) -> A { self.dot.actor.clone() } /// Insert an identifier and value in the LSEQ fn insert(&mut self, ix: Identifier<A>, dot: Dot<A>, val: T) { // Inserts only have an impact if the identifier is not in the tree if let Err(res) = self.seq.binary_search_by(|e| e.id.cmp(&ix)) { self.seq.insert(res, Entry { id: ix, dot, val }); } } /// Remove an identifier from the LSEQ fn delete(&mut self, ix: Identifier<A>) { // Deletes only have an effect if the identifier is already in the tree if let Ok(i) = self.seq.binary_search_by(|e| e.id.cmp(&ix)) { self.seq.remove(i); } } } impl<T: Clone, A: Actor> CmRDT for LSeq<T, A> { type Op = Op<T, A>; /// Apply an operation to an LSeq instance. /// /// If the operation is an insert and the identifier is **already** present in the LSEQ instance /// the result is a no-op /// /// If the operation is a delete and the identifier is **not** present in the LSEQ instance the /// result is a no-op fn apply(&mut self, op: Self::Op) { match op { Op::Insert { id, dot, val } => self.insert(id, dot, val), Op::Delete { id, .. } => self.delete(id), } } }