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https://github.com/meilisearch/meilisearch.git
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Implement a function to find a QueryGraph's docids
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parent
ce0d1e0e13
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193
milli/src/search/new/resolve_query_graph.rs
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193
milli/src/search/new/resolve_query_graph.rs
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use heed::{BytesDecode, RoTxn};
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use roaring::{MultiOps, RoaringBitmap};
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use std::collections::{HashMap, HashSet, VecDeque};
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use super::db_cache::DatabaseCache;
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use super::query_term::{QueryTerm, WordDerivations};
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use super::QueryGraph;
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use crate::{Index, Result, RoaringBitmapCodec};
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// TODO: manual performance metrics: access to DB, bitmap deserializations/operations, etc.
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#[derive(Default)]
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pub struct NodeDocIdsCache {
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pub cache: HashMap<usize, RoaringBitmap>,
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}
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pub fn resolve_query_graph<'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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q: &QueryGraph,
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universe: &RoaringBitmap,
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) -> Result<RoaringBitmap> {
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// TODO: there is definitely a faster way to compute this big
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// roaring bitmap expression
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// resolve_query_graph_rec(index, txn, q, q.root_node, &mut docids, &mut cache)?;
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let mut nodes_resolved = HashSet::new();
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// TODO: should be given as an argument and kept between invocations of resolve query graph
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let mut nodes_docids = vec![RoaringBitmap::new(); q.nodes.len()];
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let mut next_nodes_to_visit = VecDeque::new();
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next_nodes_to_visit.push_front(q.root_node);
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while let Some(node) = next_nodes_to_visit.pop_front() {
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let predecessors = &q.edges[node].incoming;
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if !predecessors.is_subset(&nodes_resolved) {
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next_nodes_to_visit.push_back(node);
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continue;
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}
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// Take union of all predecessors
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let predecessors_iter = predecessors.iter().map(|p| &nodes_docids[*p]);
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let predecessors_docids = MultiOps::union(predecessors_iter);
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let n = &q.nodes[node];
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// println!("resolving {node} {n:?}, predecessors: {predecessors:?}, their docids: {predecessors_docids:?}");
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let node_docids = match n {
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super::QueryNode::Term(located_term) => {
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let term = &located_term.value;
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match term {
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QueryTerm::Phrase(_) => todo!("resolve phrase"),
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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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let derivations_docids = {
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let mut or_docids = vec![];
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for word in
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zero_typo.iter().chain(one_typo.iter()).chain(two_typos.iter())
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{
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if let Some(word_docids) =
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db_cache.get_word_docids(index, txn, word)?
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{
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or_docids.push(word_docids);
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}
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}
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if *use_prefix_db {
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if let Some(prefix_docids) =
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db_cache.get_prefix_docids(index, txn, original.as_str())?
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{
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or_docids.push(prefix_docids);
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}
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}
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or_docids
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};
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let derivations_iter = derivations_docids
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.into_iter()
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.map(|slice| RoaringBitmapCodec::bytes_decode(slice).unwrap());
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let derivations_docids = MultiOps::union(derivations_iter);
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// TODO: if `or` is empty, register that somewhere, and immediately return an empty bitmap
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// On the other hand, `or` *cannot* be empty, only its intersection with the universe can
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//
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// TODO: Or we don't do anything and accumulate all these operations in a tree of operations
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// between frozen roaring bitmap that is resolved only at the very end
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predecessors_docids & derivations_docids
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}
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}
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}
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super::QueryNode::Deleted => {
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todo!()
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}
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super::QueryNode::Start => universe.clone(),
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super::QueryNode::End => {
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return Ok(predecessors_docids);
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}
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};
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nodes_resolved.insert(node);
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nodes_docids[node] = node_docids;
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for &succ in q.edges[node].outgoing.iter() {
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if !next_nodes_to_visit.contains(&succ) && !nodes_resolved.contains(&succ) {
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next_nodes_to_visit.push_back(succ);
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}
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}
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// This is currently slow but could easily be implemented very efficiently
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for &prec in q.edges[node].incoming.iter() {
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if q.edges[prec].outgoing.is_subset(&nodes_resolved) {
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nodes_docids[prec].clear();
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}
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}
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// println!("cached docids: {nodes_docids:?}");
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}
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panic!()
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}
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#[cfg(test)]
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mod tests {
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use charabia::Tokenize;
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use super::resolve_query_graph;
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use crate::db_snap;
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use crate::index::tests::TempIndex;
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use crate::new::db_cache::DatabaseCache;
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use crate::search::new::query_term::{word_derivations, LocatedQueryTerm};
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use crate::search::new::QueryGraph;
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#[test]
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fn test_resolve_query_graph() {
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let index = TempIndex::new();
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index
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.update_settings(|s| {
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s.set_searchable_fields(vec!["text".to_owned()]);
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})
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.unwrap();
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index
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.add_documents(documents!([
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{"id": 0, "text": "0"},
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{"id": 1, "text": "1"},
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{"id": 2, "text": "2"},
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{"id": 3, "text": "3"},
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{"id": 4, "text": "4"},
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{"id": 5, "text": "5"},
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{"id": 6, "text": "6"},
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{"id": 7, "text": "7"},
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{"id": 8, "text": "0 1 2 3 4 5 6 7"},
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{"id": 9, "text": "7 6 5 4 3 2 1 0"},
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{"id": 10, "text": "01 234 56 7"},
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{"id": 11, "text": "7 56 0 1 23 5 4"},
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{"id": 12, "text": "0 1 2 3 4 5 6"},
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{"id": 13, "text": "01 23 4 5 7"},
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]))
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.unwrap();
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db_snap!(index, word_docids, @"7512d0b80659f6bf37d98b374ada8098");
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let txn = index.read_txn().unwrap();
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let mut db_cache = DatabaseCache::default();
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let fst = index.words_fst(&txn).unwrap();
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let query = LocatedQueryTerm::from_query(
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"no 0 1 2 3 no 4 5 6 7".tokenize(),
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None,
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|word, is_prefix| {
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word_derivations(
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&index,
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&txn,
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word,
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if word.len() < 3 {
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0
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} else if word.len() < 6 {
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1
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} else {
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2
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},
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is_prefix,
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&fst,
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)
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},
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)
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.unwrap();
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let graph = QueryGraph::from_query(&index, &txn, &mut db_cache, query).unwrap();
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println!("{}", graph.graphviz());
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let universe = index.documents_ids(&txn).unwrap();
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insta::assert_debug_snapshot!(universe, @"RoaringBitmap<[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13]>");
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let docids = resolve_query_graph(&index, &txn, &mut db_cache, &graph, &universe).unwrap();
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insta::assert_debug_snapshot!(docids, @"RoaringBitmap<[8, 9, 11]>");
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// TODO: test with a reduced universe
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}
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}
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