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https://github.com/meilisearch/MeiliSearch
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Introduce a structure to implement ranking rules with graph algorithms
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43
milli/src/search/new/ranking_rule_graph/build.rs
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43
milli/src/search/new/ranking_rule_graph/build.rs
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use std::collections::{BTreeSet, HashMap, HashSet};
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use heed::RoTxn;
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use super::{Edge, RankingRuleGraph, RankingRuleGraphTrait};
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use crate::new::db_cache::DatabaseCache;
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use crate::new::QueryGraph;
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use crate::{Index, Result};
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impl<G: RankingRuleGraphTrait> RankingRuleGraph<G> {
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pub fn build<'db_cache, 'transaction: 'db_cache>(
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index: &Index,
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txn: &'transaction RoTxn,
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db_cache: &mut DatabaseCache<'transaction>,
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query_graph: QueryGraph,
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) -> Result<Self> {
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let mut ranking_rule_graph = Self { query_graph, all_edges: vec![], node_edges: vec![] };
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for (node_idx, node) in ranking_rule_graph.query_graph.nodes.iter().enumerate() {
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ranking_rule_graph.node_edges.push(BTreeSet::new());
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let new_edges = ranking_rule_graph.node_edges.last_mut().unwrap();
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let Some(from_node_data) = G::build_visit_from_node(index, txn, db_cache, node)? else { continue };
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for &successor_idx in ranking_rule_graph.query_graph.edges[node_idx].outgoing.iter() {
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let to_node = &ranking_rule_graph.query_graph.nodes[successor_idx];
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let Some(edges) = G::build_visit_to_node(index, txn, db_cache, to_node, &from_node_data)? else { continue };
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for (cost, details) in edges {
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ranking_rule_graph.all_edges.push(Some(Edge {
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from_node: node_idx,
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to_node: successor_idx,
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cost,
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details,
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}));
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new_edges.insert(ranking_rule_graph.all_edges.len() - 1);
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}
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}
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}
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ranking_rule_graph.simplify();
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Ok(ranking_rule_graph)
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}
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}
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207
milli/src/search/new/ranking_rule_graph/mod.rs
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207
milli/src/search/new/ranking_rule_graph/mod.rs
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pub mod build;
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pub mod cheapest_paths;
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pub mod edge_docids_cache;
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pub mod empty_paths_cache;
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pub mod paths_map;
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pub mod proximity;
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pub mod resolve_paths;
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use std::collections::{BTreeSet, HashMap, HashSet};
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use std::ops::ControlFlow;
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use heed::RoTxn;
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use roaring::RoaringBitmap;
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use super::db_cache::DatabaseCache;
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use super::{QueryGraph, QueryNode};
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use crate::{Index, Result};
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#[derive(Debug, Clone)]
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pub enum EdgeDetails<E> {
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Unconditional,
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Data(E),
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}
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#[derive(Debug, Clone)]
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pub struct Edge<E> {
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from_node: usize,
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to_node: usize,
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cost: u8,
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details: EdgeDetails<E>,
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}
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#[derive(Debug, Clone)]
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pub struct EdgePointer<'graph, E> {
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pub index: EdgeIndex,
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pub edge: &'graph Edge<E>,
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}
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#[derive(Debug, Clone, Copy, PartialEq, Eq, Hash)]
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pub struct EdgeIndex(pub usize);
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// {
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// // TODO: they could all be u16 instead
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// // There may be a way to store all the edge indices in a u32 as well,
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// // if the edges are in a vector
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// // then we can store sets of edges in a bitmap efficiently
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// pub from: usize,
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// pub to: usize,
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// pub edge_idx: usize,
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// }
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pub trait RankingRuleGraphTrait {
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type EdgeDetails: Sized;
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type BuildVisitedFromNode;
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fn edge_details_dot_label(edge: &Self::EdgeDetails) -> String;
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fn compute_docids<'transaction>(
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index: &Index,
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txn: &'transaction RoTxn,
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db_cache: &mut DatabaseCache<'transaction>,
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edge_details: &Self::EdgeDetails,
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) -> Result<RoaringBitmap>;
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fn build_visit_from_node<'transaction>(
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index: &Index,
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txn: &'transaction RoTxn,
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db_cache: &mut DatabaseCache<'transaction>,
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from_node: &QueryNode,
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) -> Result<Option<Self::BuildVisitedFromNode>>;
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fn build_visit_to_node<'from_data, 'transaction: 'from_data>(
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index: &Index,
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txn: &'transaction RoTxn,
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db_cache: &mut DatabaseCache<'transaction>,
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to_node: &QueryNode,
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from_node_data: &'from_data Self::BuildVisitedFromNode,
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) -> Result<Option<Vec<(u8, EdgeDetails<Self::EdgeDetails>)>>>;
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}
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pub struct RankingRuleGraph<G: RankingRuleGraphTrait> {
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pub query_graph: QueryGraph,
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// pub edges: Vec<HashMap<usize, Vec<Edge<G::EdgeDetails>>>>,
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pub all_edges: Vec<Option<Edge<G::EdgeDetails>>>,
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pub node_edges: Vec<BTreeSet<usize>>,
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// pub removed_edges: HashSet<EdgeIndex>,
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// pub tmp_removed_edges: HashSet<EdgeIndex>,
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}
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impl<G: RankingRuleGraphTrait> RankingRuleGraph<G> {
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// NOTE: returns the edge even if it was removed
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pub fn get_edge(&self, edge_index: EdgeIndex) -> &Option<Edge<G::EdgeDetails>> {
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&self.all_edges[edge_index.0]
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}
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pub fn visit_edges<'graph, O>(
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&'graph self,
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from: usize,
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to: usize,
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mut visit: impl FnMut(EdgeIndex, &'graph Edge<G::EdgeDetails>) -> ControlFlow<O>,
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) -> Option<O> {
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let from_edges = &self.node_edges[from];
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for &edge_idx in from_edges {
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let edge = self.all_edges[edge_idx].as_ref().unwrap();
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if edge.to_node == to {
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let cf = visit(EdgeIndex(edge_idx), edge);
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match cf {
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ControlFlow::Continue(_) => continue,
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ControlFlow::Break(o) => return Some(o),
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}
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}
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}
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None
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}
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fn remove_edge(&mut self, edge_index: EdgeIndex) {
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let edge_opt = &mut self.all_edges[edge_index.0];
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let Some(Edge { from_node, to_node, cost, details }) = &edge_opt else { return };
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let node_edges = &mut self.node_edges[*from_node];
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node_edges.remove(&edge_index.0);
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*edge_opt = None;
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}
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pub fn remove_nodes(&mut self, nodes: &[usize]) {
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for &node in nodes {
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let edge_indices = &mut self.node_edges[node];
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for edge_index in edge_indices.iter() {
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self.all_edges[*edge_index] = None;
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}
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edge_indices.clear();
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let preds = &self.query_graph.edges[node].incoming;
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for pred in preds {
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let edge_indices = &mut self.node_edges[*pred];
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for edge_index in edge_indices.iter() {
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let edge_opt = &mut self.all_edges[*edge_index];
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let Some(edge) = edge_opt else { continue; };
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if edge.to_node == node {
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*edge_opt = None;
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}
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}
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panic!("remove nodes is incorrect at the moment");
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edge_indices.clear();
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}
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}
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self.query_graph.remove_nodes(nodes);
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}
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pub 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.query_graph.nodes.iter().enumerate() {
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if !matches!(node, QueryNode::End | QueryNode::Deleted)
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&& self.node_edges[node_idx].is_empty()
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{
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nodes_to_remove.push(node_idx);
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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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// fn is_removed_edge(&self, edge: EdgeIndex) -> bool {
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// self.removed_edges.contains(&edge) || self.tmp_removed_edges.contains(&edge)
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// }
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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("digraph G {\nrankdir = LR;\nnode [shape = \"record\"]\n");
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for (node_idx, node) in self.query_graph.nodes.iter().enumerate() {
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if matches!(node, QueryNode::Deleted) {
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continue;
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}
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desc.push_str(&format!("{node_idx} [label = {:?}]", node));
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if node_idx == self.query_graph.root_node {
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desc.push_str("[color = blue]");
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} else if node_idx == self.query_graph.end_node {
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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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}
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for edge in self.all_edges.iter().flatten() {
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let Edge { from_node, to_node, cost, details } = edge;
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match &details {
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EdgeDetails::Unconditional => {
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desc.push_str(&format!(
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"{from_node} -> {to_node} [label = \"always cost {cost}\"];\n",
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cost = edge.cost,
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));
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}
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EdgeDetails::Data(details) => {
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desc.push_str(&format!(
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"{from_node} -> {to_node} [label = \"cost {cost} {edge_label}\"];\n",
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cost = edge.cost,
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edge_label = G::edge_details_dot_label(details)
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));
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}
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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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