2023-02-21 16:42:54 +08:00
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use std::fmt::Debug;
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use heed::RoTxn;
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use roaring::RoaringBitmap;
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2023-02-21 16:42:54 +08:00
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2023-02-21 20:57:34 +08:00
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use super::db_cache::DatabaseCache;
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use super::query_term::{LocatedQueryTerm, QueryTerm, WordDerivations};
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2023-02-21 16:42:54 +08:00
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use crate::{Index, Result};
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#[derive(Clone)]
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pub enum QueryNode {
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Term(LocatedQueryTerm),
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Deleted,
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Start,
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End,
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}
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#[derive(Debug, Clone)]
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pub struct Edges {
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// TODO: use a tiny bitset instead, something like a simple Vec<u8> where most queries will see a vector of one element
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pub predecessors: RoaringBitmap,
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pub successors: RoaringBitmap,
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}
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#[derive(Debug, Clone)]
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pub struct QueryGraph {
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pub root_node: u32,
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pub end_node: u32,
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pub nodes: Vec<QueryNode>,
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pub edges: Vec<Edges>,
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}
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fn _assert_sizes() {
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let _: [u8; 112] = [0; std::mem::size_of::<QueryNode>()];
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let _: [u8; 48] = [0; std::mem::size_of::<Edges>()];
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}
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impl Default for QueryGraph {
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/// Create a new QueryGraph with two disconnected nodes: the root and end nodes.
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fn default() -> Self {
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let nodes = vec![QueryNode::Start, QueryNode::End];
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let edges = vec![
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Edges { predecessors: RoaringBitmap::new(), successors: RoaringBitmap::new() },
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Edges { predecessors: RoaringBitmap::new(), successors: RoaringBitmap::new() },
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];
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Self { root_node: 0, end_node: 1, nodes, edges }
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}
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}
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impl QueryGraph {
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fn connect_to_node(&mut self, from_nodes: &[u32], to_node: u32) {
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for &from_node in from_nodes {
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self.edges[from_node as usize].successors.insert(to_node);
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self.edges[to_node as usize].predecessors.insert(from_node);
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}
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}
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fn add_node(&mut self, from_nodes: &[u32], node: QueryNode) -> u32 {
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let new_node_idx = self.nodes.len() as u32;
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self.nodes.push(node);
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self.edges.push(Edges {
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predecessors: from_nodes.iter().collect(),
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successors: RoaringBitmap::new(),
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});
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for from_node in from_nodes {
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self.edges[*from_node as usize].successors.insert(new_node_idx);
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}
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new_node_idx
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}
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}
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impl QueryGraph {
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// TODO: return the list of all matching words here as well
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pub fn from_query<'transaction>(
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index: &Index,
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txn: &RoTxn,
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_db_cache: &mut DatabaseCache<'transaction>,
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query: Vec<LocatedQueryTerm>,
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) -> Result<QueryGraph> {
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// TODO: maybe empty nodes should not be removed here, to compute
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// the score of the `words` ranking rule correctly
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// it is very easy to traverse the graph and remove afterwards anyway
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// Still, I'm keeping this here as a demo
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let mut empty_nodes = vec![];
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let word_set = index.words_fst(txn)?;
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let mut graph = QueryGraph::default();
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let (mut prev2, mut prev1, mut prev0): (Vec<u32>, Vec<u32>, Vec<u32>) =
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(vec![], vec![], vec![graph.root_node]);
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// TODO: split words / synonyms
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for length in 1..=query.len() {
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let query = &query[..length];
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let term0 = query.last().unwrap();
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let mut new_nodes = vec![];
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let new_node_idx = graph.add_node(&prev0, QueryNode::Term(term0.clone()));
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new_nodes.push(new_node_idx);
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if term0.is_empty() {
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empty_nodes.push(new_node_idx);
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}
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if !prev1.is_empty() {
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if let Some((ngram2_str, ngram2_pos)) =
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LocatedQueryTerm::ngram2(&query[length - 2], &query[length - 1])
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{
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if word_set.contains(ngram2_str.as_bytes()) {
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let ngram2 = LocatedQueryTerm {
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value: QueryTerm::Word {
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derivations: WordDerivations {
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original: ngram2_str.clone(),
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// TODO: could add a typo if it's an ngram?
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zero_typo: vec![ngram2_str],
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one_typo: vec![],
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two_typos: vec![],
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use_prefix_db: false,
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},
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},
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positions: ngram2_pos,
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};
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let ngram2_idx = graph.add_node(&prev1, QueryNode::Term(ngram2));
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new_nodes.push(ngram2_idx);
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}
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}
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}
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if !prev2.is_empty() {
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if let Some((ngram3_str, ngram3_pos)) = LocatedQueryTerm::ngram3(
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&query[length - 3],
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&query[length - 2],
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&query[length - 1],
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) {
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if word_set.contains(ngram3_str.as_bytes()) {
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let ngram3 = LocatedQueryTerm {
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value: QueryTerm::Word {
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derivations: WordDerivations {
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original: ngram3_str.clone(),
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// TODO: could add a typo if it's an ngram?
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zero_typo: vec![ngram3_str],
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one_typo: vec![],
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two_typos: vec![],
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use_prefix_db: false,
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},
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},
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positions: ngram3_pos,
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};
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let ngram3_idx = graph.add_node(&prev2, QueryNode::Term(ngram3));
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new_nodes.push(ngram3_idx);
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}
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}
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}
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(prev0, prev1, prev2) = (new_nodes, prev0, prev1);
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}
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graph.connect_to_node(&prev0, graph.end_node);
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graph.remove_nodes_keep_edges(&empty_nodes);
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Ok(graph)
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}
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pub fn remove_nodes(&mut self, nodes: &[u32]) {
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for &node in nodes {
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self.nodes[node as usize] = QueryNode::Deleted;
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let edges = self.edges[node as usize].clone();
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for pred in edges.predecessors.iter() {
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self.edges[pred as usize].successors.remove(node);
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}
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for succ in edges.successors {
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self.edges[succ as usize].predecessors.remove(node);
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}
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self.edges[node as usize] =
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Edges { predecessors: RoaringBitmap::new(), successors: RoaringBitmap::new() };
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}
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}
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pub fn remove_nodes_keep_edges(&mut self, nodes: &[u32]) {
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for &node in nodes {
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self.nodes[node as usize] = QueryNode::Deleted;
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let edges = self.edges[node as usize].clone();
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for pred in edges.predecessors.iter() {
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self.edges[pred as usize].successors.remove(node);
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self.edges[pred as usize].successors |= &edges.successors;
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}
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for succ in edges.successors {
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self.edges[succ as usize].predecessors.remove(node);
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self.edges[succ as usize].predecessors |= &edges.predecessors;
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}
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self.edges[node as usize] =
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Edges { predecessors: RoaringBitmap::new(), successors: RoaringBitmap::new() };
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}
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}
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pub fn remove_words_at_position(&mut self, position: i8) {
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let mut nodes_to_remove_keeping_edges = vec![];
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for (node_idx, node) in self.nodes.iter().enumerate() {
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let node_idx = node_idx as u32;
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let QueryNode::Term(LocatedQueryTerm { value: _, positions }) = node else { continue };
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if positions.start() == &position {
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nodes_to_remove_keeping_edges.push(node_idx)
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}
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}
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self.remove_nodes_keep_edges(&nodes_to_remove_keeping_edges);
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self.simplify();
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}
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fn simplify(&mut self) {
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loop {
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let mut nodes_to_remove = vec![];
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for (node_idx, node) in self.nodes.iter().enumerate() {
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if (!matches!(node, QueryNode::End | QueryNode::Deleted)
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&& self.edges[node_idx].successors.is_empty())
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|| (!matches!(node, QueryNode::Start | QueryNode::Deleted)
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&& self.edges[node_idx].predecessors.is_empty())
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{
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nodes_to_remove.push(node_idx as u32);
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}
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}
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if nodes_to_remove.is_empty() {
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break;
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} else {
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self.remove_nodes(&nodes_to_remove);
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}
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}
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}
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}
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impl Debug for QueryNode {
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fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
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match self {
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QueryNode::Term(term @ LocatedQueryTerm { value, positions: _ }) => match value {
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QueryTerm::Word {
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derivations:
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WordDerivations { original, zero_typo, one_typo, two_typos, use_prefix_db },
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} => {
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if term.is_empty() {
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write!(f, "\"{original} (∅)\"")
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} else {
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let derivations = std::iter::once(original.clone())
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.chain(zero_typo.iter().map(|s| format!("T0 .. {s}")))
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.chain(one_typo.iter().map(|s| format!("T1 .. {s}")))
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.chain(two_typos.iter().map(|s| format!("T2 .. {s}")))
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.collect::<Vec<String>>()
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.join(" | ");
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write!(f, "\"{derivations}")?;
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if *use_prefix_db {
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write!(f, " | +prefix_db")?;
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}
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write!(f, " | pos:{}..={}", term.positions.start(), term.positions.end())?;
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write!(f, "\"")?;
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/*
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"beautiful" [label = "<f0> beautiful | beauiful | beautifol"]
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*/
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Ok(())
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}
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}
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QueryTerm::Phrase(ws) => {
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let joined =
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ws.iter().filter_map(|x| x.clone()).collect::<Vec<String>>().join(" ");
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let in_quotes = format!("\"{joined}\"");
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let escaped = in_quotes.escape_default().collect::<String>();
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write!(f, "\"{escaped}\"")
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}
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},
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QueryNode::Start => write!(f, "\"START\""),
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QueryNode::End => write!(f, "\"END\""),
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QueryNode::Deleted => write!(f, "\"_deleted_\""),
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}
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}
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}
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impl QueryGraph {
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pub fn graphviz(&self) -> String {
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let mut desc = String::new();
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desc.push_str(
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r#"
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digraph G {
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rankdir = LR;
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node [shape = "record"]
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"#,
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);
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for node in 0..self.nodes.len() {
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if matches!(self.nodes[node], QueryNode::Deleted) {
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continue;
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}
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desc.push_str(&format!("{node} [label = {:?}]", &self.nodes[node],));
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if node == self.root_node as usize {
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desc.push_str("[color = blue]");
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} else if node == self.end_node as usize {
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desc.push_str("[color = red]");
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}
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desc.push_str(";\n");
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for edge in self.edges[node].successors.iter() {
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desc.push_str(&format!("{node} -> {edge};\n"));
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}
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}
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desc.push('}');
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desc
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}
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}
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