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https://github.com/meilisearch/MeiliSearch
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Speed-up facet aggregation by using a FacetIter
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33945a3115
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@ -9,7 +9,7 @@ use serde_json::Value;
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use crate::facet::FacetType;
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use crate::heed_codec::facet::{FacetValueStringCodec, FacetLevelValueF64Codec, FacetLevelValueI64Codec};
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use crate::heed_codec::facet::{FieldDocIdFacetStringCodec, FieldDocIdFacetF64Codec, FieldDocIdFacetI64Codec};
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use crate::search::facet::FacetRange;
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use crate::search::facet::{FacetIter, FacetRange};
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use crate::{Index, FieldId};
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pub struct FacetDistribution<'a> {
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@ -41,61 +41,99 @@ impl<'a> FacetDistribution<'a> {
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}
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fn facet_values(&self, field_id: FieldId, facet_type: FacetType) -> heed::Result<Vec<Value>> {
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if let Some(candidates) = self.candidates.as_ref().filter(|c| c.len() <= 1000) {
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let mut key_buffer = vec![field_id];
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match facet_type {
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FacetType::Float => {
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let mut facet_values = HashSet::new();
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for docid in candidates {
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key_buffer.truncate(1);
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key_buffer.extend_from_slice(&docid.to_be_bytes());
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let iter = self.index.field_id_docid_facet_values
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.prefix_iter(self.rtxn, &key_buffer)?
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.remap_key_type::<FieldDocIdFacetF64Codec>();
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for result in iter {
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let ((_, _, value), ()) = result?;
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facet_values.insert(OrderedFloat(value));
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if let Some(candidates) = self.candidates.as_ref() {
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if candidates.len() <= 1000 {
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let mut key_buffer = vec![field_id];
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match facet_type {
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FacetType::Float => {
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let mut facet_values = HashSet::new();
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for docid in candidates {
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key_buffer.truncate(1);
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key_buffer.extend_from_slice(&docid.to_be_bytes());
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let iter = self.index.field_id_docid_facet_values
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.prefix_iter(self.rtxn, &key_buffer)?
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.remap_key_type::<FieldDocIdFacetF64Codec>();
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for result in iter {
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let ((_, _, value), ()) = result?;
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facet_values.insert(OrderedFloat(value));
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}
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}
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}
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Ok(facet_values.into_iter().map(|f| Value::from(*f)).collect())
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},
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FacetType::Integer => {
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let mut facet_values = HashSet::new();
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for docid in candidates {
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key_buffer.truncate(1);
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key_buffer.extend_from_slice(&docid.to_be_bytes());
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let iter = self.index.field_id_docid_facet_values
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.prefix_iter(self.rtxn, &key_buffer)?
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.remap_key_type::<FieldDocIdFacetI64Codec>();
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for result in iter {
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let ((_, _, value), ()) = result?;
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facet_values.insert(value);
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Ok(facet_values.into_iter().map(|f| Value::from(*f)).collect())
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},
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FacetType::Integer => {
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let mut facet_values = HashSet::new();
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for docid in candidates {
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key_buffer.truncate(1);
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key_buffer.extend_from_slice(&docid.to_be_bytes());
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let iter = self.index.field_id_docid_facet_values
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.prefix_iter(self.rtxn, &key_buffer)?
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.remap_key_type::<FieldDocIdFacetI64Codec>();
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for result in iter {
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let ((_, _, value), ()) = result?;
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facet_values.insert(value);
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}
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}
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}
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Ok(facet_values.into_iter().map(Value::from).collect())
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},
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FacetType::String => {
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let mut facet_values = HashSet::new();
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for docid in candidates {
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key_buffer.truncate(1);
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key_buffer.extend_from_slice(&docid.to_be_bytes());
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let iter = self.index.field_id_docid_facet_values
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.prefix_iter(self.rtxn, &key_buffer)?
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.remap_key_type::<FieldDocIdFacetStringCodec>();
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for result in iter {
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let ((_, _, value), ()) = result?;
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facet_values.insert(value);
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Ok(facet_values.into_iter().map(Value::from).collect())
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},
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FacetType::String => {
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let mut facet_values = HashSet::new();
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for docid in candidates {
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key_buffer.truncate(1);
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key_buffer.extend_from_slice(&docid.to_be_bytes());
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let iter = self.index.field_id_docid_facet_values
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.prefix_iter(self.rtxn, &key_buffer)?
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.remap_key_type::<FieldDocIdFacetStringCodec>();
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for result in iter {
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let ((_, _, value), ()) = result?;
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facet_values.insert(value);
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}
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}
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Ok(facet_values.into_iter().map(Value::from).collect())
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},
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}
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} else {
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let iter = match facet_type {
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FacetType::String => {
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let db = self.index.facet_field_id_value_docids;
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let iter = db
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.prefix_iter(self.rtxn, &[field_id])?
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.remap_key_type::<FacetValueStringCodec>()
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.map(|r| r.map(|((_, v), docids)| (Value::from(v), docids)));
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Box::new(iter) as Box::<dyn Iterator<Item=_>>
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},
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FacetType::Integer => {
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let iter = FacetIter::<i64, FacetLevelValueI64Codec>::new_non_reducing(
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self.rtxn, self.index, field_id, candidates.clone(),
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)?;
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Box::new(iter.map(|r| r.map(|(v, docids)| (Value::from(v), docids))))
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},
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FacetType::Float => {
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let iter = FacetIter::<f64, FacetLevelValueF64Codec>::new_non_reducing(
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self.rtxn, self.index, field_id, candidates.clone(),
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)?;
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Box::new(iter.map(|r| r.map(|(v, docids)| (Value::from(v), docids))))
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},
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};
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let mut facet_values = Vec::new();
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for result in iter {
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let (value, docids) = result?;
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if self.candidates.as_ref().map_or(true, |c| docids.is_disjoint(c)) {
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facet_values.push(value);
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}
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Ok(facet_values.into_iter().map(Value::from).collect())
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},
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if facet_values.len() == self.max_values_by_facet {
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break;
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}
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}
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Ok(facet_values)
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}
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} else {
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let db = self.index.facet_field_id_value_docids;
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let iter = match facet_type {
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FacetType::String => {
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let iter = db
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.prefix_iter(&self.rtxn, &[field_id])?
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.prefix_iter(self.rtxn, &[field_id])?
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.remap_key_type::<FacetValueStringCodec>()
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.map(|r| r.map(|((_, v), docids)| (Value::from(v), docids)));
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Box::new(iter) as Box::<dyn Iterator<Item=_>>
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@ -119,11 +157,8 @@ impl<'a> FacetDistribution<'a> {
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let mut facet_values = Vec::new();
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for result in iter {
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let (value, docids) = result?;
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match &self.candidates {
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Some(candidates) => if !docids.is_disjoint(candidates) {
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facet_values.push(value);
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},
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None => facet_values.push(value),
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if self.candidates.as_ref().map_or(true, |c| docids.is_disjoint(c)) {
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facet_values.push(value);
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}
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if facet_values.len() == self.max_values_by_facet {
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break;
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@ -147,6 +147,7 @@ pub struct FacetIter<'t, T: 't, KC> {
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db: Database<KC, CboRoaringBitmapCodec>,
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field_id: FieldId,
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level_iters: Vec<(RoaringBitmap, Either<FacetRange<'t, T, KC>, FacetRevRange<'t, T, KC>>)>,
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must_reduce: bool,
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}
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impl<'t, T, KC> FacetIter<'t, T, KC>
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@ -155,7 +156,10 @@ where
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KC: for<'a> BytesEncode<'a, EItem = (FieldId, u8, T, T)>,
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T: PartialOrd + Copy + Bounded,
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{
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pub fn new(
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/// Create a `FacetIter` that will iterate on the different facet entries
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/// (facet value + documents ids) and that will reduce the given documents ids
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/// while iterating on the different facet levels.
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pub fn new_reducing(
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rtxn: &'t heed::RoTxn,
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index: &'t Index,
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field_id: FieldId,
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@ -165,10 +169,14 @@ where
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let db = index.facet_field_id_value_docids.remap_key_type::<KC>();
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let highest_level = Self::highest_level(rtxn, db, field_id)?.unwrap_or(0);
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let highest_iter = FacetRange::new(rtxn, db, field_id, highest_level, Unbounded, Unbounded)?;
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Ok(FacetIter { rtxn, db, field_id, level_iters: vec![(documents_ids, Left(highest_iter))] })
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let level_iters = vec![(documents_ids, Left(highest_iter))];
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Ok(FacetIter { rtxn, db, field_id, level_iters, must_reduce: true })
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}
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pub fn new_reverse(
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/// Create a `FacetIter` that will iterate on the different facet entries in reverse
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/// (facet value + documents ids) and that will reduce the given documents ids
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/// while iterating on the different facet levels.
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pub fn new_reverse_reducing(
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rtxn: &'t heed::RoTxn,
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index: &'t Index,
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field_id: FieldId,
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@ -178,7 +186,26 @@ where
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let db = index.facet_field_id_value_docids.remap_key_type::<KC>();
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let highest_level = Self::highest_level(rtxn, db, field_id)?.unwrap_or(0);
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let highest_iter = FacetRevRange::new(rtxn, db, field_id, highest_level, Unbounded, Unbounded)?;
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Ok(FacetIter { rtxn, db, field_id, level_iters: vec![(documents_ids, Right(highest_iter))] })
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let level_iters = vec![(documents_ids, Right(highest_iter))];
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Ok(FacetIter { rtxn, db, field_id, level_iters, must_reduce: true })
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}
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/// Create a `FacetIter` that will iterate on the different facet entries
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/// (facet value + documents ids) and that will not reduce the given documents ids
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/// while iterating on the different facet levels, possibly returning multiple times
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/// a document id associated with multiple facet values.
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pub fn new_non_reducing(
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rtxn: &'t heed::RoTxn,
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index: &'t Index,
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field_id: FieldId,
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documents_ids: RoaringBitmap,
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) -> heed::Result<FacetIter<'t, T, KC>>
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{
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let db = index.facet_field_id_value_docids.remap_key_type::<KC>();
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let highest_level = Self::highest_level(rtxn, db, field_id)?.unwrap_or(0);
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let highest_iter = FacetRange::new(rtxn, db, field_id, highest_level, Unbounded, Unbounded)?;
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let level_iters = vec![(documents_ids, Left(highest_iter))];
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Ok(FacetIter { rtxn, db, field_id, level_iters, must_reduce: false })
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}
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fn highest_level<X>(rtxn: &'t heed::RoTxn, db: Database<KC, X>, fid: FieldId) -> heed::Result<Option<u8>> {
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@ -216,7 +243,9 @@ where
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docids.intersect_with(&documents_ids);
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if !docids.is_empty() {
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documents_ids.difference_with(&docids);
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if self.must_reduce {
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documents_ids.difference_with(&docids);
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}
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if level == 0 {
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debug!("found {:?} at {:?}", docids, left);
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@ -189,9 +189,9 @@ impl<'a> Search<'a> {
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}
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} else {
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let facet_fn = if ascending {
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FacetIter::<f64, FacetLevelValueF64Codec>::new
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FacetIter::<f64, FacetLevelValueF64Codec>::new_reducing
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} else {
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FacetIter::<f64, FacetLevelValueF64Codec>::new_reverse
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FacetIter::<f64, FacetLevelValueF64Codec>::new_reverse_reducing
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};
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let mut limit_tmp = limit;
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let mut output = Vec::new();
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@ -226,9 +226,9 @@ impl<'a> Search<'a> {
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}
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} else {
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let facet_fn = if ascending {
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FacetIter::<i64, FacetLevelValueI64Codec>::new
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FacetIter::<i64, FacetLevelValueI64Codec>::new_reducing
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} else {
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FacetIter::<i64, FacetLevelValueI64Codec>::new_reverse
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FacetIter::<i64, FacetLevelValueI64Codec>::new_reverse_reducing
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};
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let mut limit_tmp = limit;
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let mut output = Vec::new();
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