WIP multi embedders

fixed template bugs
This commit is contained in:
Louis Dureuil 2023-12-12 21:19:48 +01:00
parent abbe131084
commit 922a640188
No known key found for this signature in database
20 changed files with 438 additions and 158 deletions

View file

@ -36,7 +36,7 @@ use crate::routes::{create_all_stats, Stats};
use crate::search::{
FacetSearchResult, MatchingStrategy, SearchQuery, SearchQueryWithIndex, SearchResult,
DEFAULT_CROP_LENGTH, DEFAULT_CROP_MARKER, DEFAULT_HIGHLIGHT_POST_TAG,
DEFAULT_HIGHLIGHT_PRE_TAG, DEFAULT_SEARCH_LIMIT,
DEFAULT_HIGHLIGHT_PRE_TAG, DEFAULT_SEARCH_LIMIT, DEFAULT_SEMANTIC_RATIO,
};
use crate::Opt;
@ -586,6 +586,11 @@ pub struct SearchAggregator {
// vector
// The maximum number of floats in a vector request
max_vector_size: usize,
// Whether the semantic ratio passed to a hybrid search equals the default ratio.
semantic_ratio: bool,
// Whether a non-default embedder was specified
embedder: bool,
hybrid: bool,
// every time a search is done, we increment the counter linked to the used settings
matching_strategy: HashMap<String, usize>,
@ -639,6 +644,7 @@ impl SearchAggregator {
crop_marker,
matching_strategy,
attributes_to_search_on,
hybrid,
} = query;
let mut ret = Self::default();
@ -712,6 +718,12 @@ impl SearchAggregator {
ret.show_ranking_score = *show_ranking_score;
ret.show_ranking_score_details = *show_ranking_score_details;
if let Some(hybrid) = hybrid {
ret.semantic_ratio = hybrid.semantic_ratio != DEFAULT_SEMANTIC_RATIO();
ret.embedder = hybrid.embedder.is_some();
ret.hybrid = true;
}
ret
}
@ -765,6 +777,9 @@ impl SearchAggregator {
facets_total_number_of_facets,
show_ranking_score,
show_ranking_score_details,
semantic_ratio,
embedder,
hybrid,
} = other;
if self.timestamp.is_none() {
@ -810,6 +825,9 @@ impl SearchAggregator {
// vector
self.max_vector_size = self.max_vector_size.max(max_vector_size);
self.semantic_ratio |= semantic_ratio;
self.hybrid |= hybrid;
self.embedder |= embedder;
// pagination
self.max_limit = self.max_limit.max(max_limit);
@ -878,6 +896,9 @@ impl SearchAggregator {
facets_total_number_of_facets,
show_ranking_score,
show_ranking_score_details,
semantic_ratio,
embedder,
hybrid,
} = self;
if total_received == 0 {
@ -917,6 +938,11 @@ impl SearchAggregator {
"vector": {
"max_vector_size": max_vector_size,
},
"hybrid": {
"enabled": hybrid,
"semantic_ratio": semantic_ratio,
"embedder": embedder,
},
"pagination": {
"max_limit": max_limit,
"max_offset": max_offset,
@ -1012,6 +1038,7 @@ impl MultiSearchAggregator {
crop_marker: _,
matching_strategy: _,
attributes_to_search_on: _,
hybrid: _,
} = query;
index_uid.as_str()
@ -1158,6 +1185,7 @@ impl FacetSearchAggregator {
filter,
matching_strategy,
attributes_to_search_on,
hybrid,
} = query;
let mut ret = Self::default();
@ -1171,7 +1199,8 @@ impl FacetSearchAggregator {
|| vector.is_some()
|| filter.is_some()
|| *matching_strategy != MatchingStrategy::default()
|| attributes_to_search_on.is_some();
|| attributes_to_search_on.is_some()
|| hybrid.is_some();
ret
}

View file

@ -14,9 +14,9 @@ use crate::analytics::{Analytics, FacetSearchAggregator};
use crate::extractors::authentication::policies::*;
use crate::extractors::authentication::GuardedData;
use crate::search::{
add_search_rules, perform_facet_search, MatchingStrategy, SearchQuery, DEFAULT_CROP_LENGTH,
DEFAULT_CROP_MARKER, DEFAULT_HIGHLIGHT_POST_TAG, DEFAULT_HIGHLIGHT_PRE_TAG,
DEFAULT_SEARCH_LIMIT, DEFAULT_SEARCH_OFFSET,
add_search_rules, perform_facet_search, HybridQuery, MatchingStrategy, SearchQuery,
DEFAULT_CROP_LENGTH, DEFAULT_CROP_MARKER, DEFAULT_HIGHLIGHT_POST_TAG,
DEFAULT_HIGHLIGHT_PRE_TAG, DEFAULT_SEARCH_LIMIT, DEFAULT_SEARCH_OFFSET,
};
pub fn configure(cfg: &mut web::ServiceConfig) {
@ -37,6 +37,8 @@ pub struct FacetSearchQuery {
pub q: Option<String>,
#[deserr(default, error = DeserrJsonError<InvalidSearchVector>)]
pub vector: Option<Vec<f32>>,
#[deserr(default, error = DeserrJsonError<InvalidHybridQuery>)]
pub hybrid: Option<HybridQuery>,
#[deserr(default, error = DeserrJsonError<InvalidSearchFilter>)]
pub filter: Option<Value>,
#[deserr(default, error = DeserrJsonError<InvalidSearchMatchingStrategy>, default)]
@ -96,6 +98,7 @@ impl From<FacetSearchQuery> for SearchQuery {
filter,
matching_strategy,
attributes_to_search_on,
hybrid,
} = value;
SearchQuery {
@ -120,6 +123,7 @@ impl From<FacetSearchQuery> for SearchQuery {
matching_strategy,
vector: vector.map(VectorQuery::Vector),
attributes_to_search_on,
hybrid,
}
}
}

View file

@ -8,7 +8,7 @@ use meilisearch_types::deserr::{DeserrJsonError, DeserrQueryParamError};
use meilisearch_types::error::deserr_codes::*;
use meilisearch_types::error::ResponseError;
use meilisearch_types::index_uid::IndexUid;
use meilisearch_types::milli::VectorQuery;
use meilisearch_types::milli::{self, VectorQuery};
use meilisearch_types::serde_cs::vec::CS;
use serde_json::Value;
@ -17,9 +17,9 @@ use crate::extractors::authentication::policies::*;
use crate::extractors::authentication::GuardedData;
use crate::extractors::sequential_extractor::SeqHandler;
use crate::search::{
add_search_rules, perform_search, MatchingStrategy, SearchQuery, DEFAULT_CROP_LENGTH,
DEFAULT_CROP_MARKER, DEFAULT_HIGHLIGHT_POST_TAG, DEFAULT_HIGHLIGHT_PRE_TAG,
DEFAULT_SEARCH_LIMIT, DEFAULT_SEARCH_OFFSET,
add_search_rules, perform_search, HybridQuery, MatchingStrategy, SearchQuery,
DEFAULT_CROP_LENGTH, DEFAULT_CROP_MARKER, DEFAULT_HIGHLIGHT_POST_TAG,
DEFAULT_HIGHLIGHT_PRE_TAG, DEFAULT_SEARCH_LIMIT, DEFAULT_SEARCH_OFFSET, DEFAULT_SEMANTIC_RATIO,
};
pub fn configure(cfg: &mut web::ServiceConfig) {
@ -75,6 +75,10 @@ pub struct SearchQueryGet {
matching_strategy: MatchingStrategy,
#[deserr(default, error = DeserrQueryParamError<InvalidSearchAttributesToSearchOn>)]
pub attributes_to_search_on: Option<CS<String>>,
#[deserr(default, error = DeserrQueryParamError<InvalidHybridQuery>)]
pub hybrid_embedder: Option<String>,
#[deserr(default, error = DeserrQueryParamError<InvalidHybridQuery>)]
pub hybrid_semantic_ratio: Option<f32>,
}
impl From<SearchQueryGet> for SearchQuery {
@ -87,6 +91,18 @@ impl From<SearchQueryGet> for SearchQuery {
None => None,
};
let hybrid = match (other.hybrid_embedder, other.hybrid_semantic_ratio) {
(None, None) => None,
(None, Some(semantic_ratio)) => Some(HybridQuery { semantic_ratio, embedder: None }),
(Some(embedder), None) => Some(HybridQuery {
semantic_ratio: DEFAULT_SEMANTIC_RATIO(),
embedder: Some(embedder),
}),
(Some(embedder), Some(semantic_ratio)) => {
Some(HybridQuery { semantic_ratio, embedder: Some(embedder) })
}
};
Self {
q: other.q,
vector: other.vector.map(CS::into_inner).map(VectorQuery::Vector),
@ -109,6 +125,7 @@ impl From<SearchQueryGet> for SearchQuery {
crop_marker: other.crop_marker,
matching_strategy: other.matching_strategy,
attributes_to_search_on: other.attributes_to_search_on.map(|o| o.into_iter().collect()),
hybrid,
}
}
}
@ -159,6 +176,9 @@ pub async fn search_with_url_query(
let index = index_scheduler.index(&index_uid)?;
let features = index_scheduler.features();
embed(&mut query, index_scheduler.get_ref(), &index).await?;
let search_result =
tokio::task::spawn_blocking(move || perform_search(&index, query, features)).await?;
if let Ok(ref search_result) = search_result {
@ -213,22 +233,31 @@ pub async fn search_with_post(
pub async fn embed(
query: &mut SearchQuery,
index_scheduler: &IndexScheduler,
index: &meilisearch_types::milli::Index,
index: &milli::Index,
) -> Result<(), ResponseError> {
if let Some(VectorQuery::String(prompt)) = query.vector.take() {
let embedder_configs = index.embedding_configs(&index.read_txn()?)?;
let embedder = index_scheduler.embedders(embedder_configs)?;
/// FIXME: add error if no embedder, remove unwrap, support multiple embedders
let embedder_name = if let Some(HybridQuery {
semantic_ratio: _,
embedder: Some(embedder),
}) = &query.hybrid
{
embedder
} else {
"default"
};
let embeddings = embedder
.get("default")
.unwrap()
.get(embedder_name)
.ok_or(milli::UserError::InvalidEmbedder(embedder_name.to_owned()))
.map_err(milli::Error::from)?
.0
.embed(vec![prompt])
.await
.map_err(meilisearch_types::milli::vector::Error::from)
.map_err(meilisearch_types::milli::UserError::from)
.map_err(meilisearch_types::milli::Error::from)?
.map_err(milli::vector::Error::from)
.map_err(milli::Error::from)?
.pop()
.expect("No vector returned from embedding");

View file

@ -36,6 +36,7 @@ pub const DEFAULT_CROP_LENGTH: fn() -> usize = || 10;
pub const DEFAULT_CROP_MARKER: fn() -> String = || "".to_string();
pub const DEFAULT_HIGHLIGHT_PRE_TAG: fn() -> String = || "<em>".to_string();
pub const DEFAULT_HIGHLIGHT_POST_TAG: fn() -> String = || "</em>".to_string();
pub const DEFAULT_SEMANTIC_RATIO: fn() -> f32 = || 0.5;
#[derive(Debug, Clone, Default, PartialEq, Deserr)]
#[deserr(error = DeserrJsonError, rename_all = camelCase, deny_unknown_fields)]
@ -44,6 +45,8 @@ pub struct SearchQuery {
pub q: Option<String>,
#[deserr(default, error = DeserrJsonError<InvalidSearchVector>)]
pub vector: Option<milli::VectorQuery>,
#[deserr(default, error = DeserrJsonError<InvalidHybridQuery>)]
pub hybrid: Option<HybridQuery>,
#[deserr(default = DEFAULT_SEARCH_OFFSET(), error = DeserrJsonError<InvalidSearchOffset>)]
pub offset: usize,
#[deserr(default = DEFAULT_SEARCH_LIMIT(), error = DeserrJsonError<InvalidSearchLimit>)]
@ -84,6 +87,15 @@ pub struct SearchQuery {
pub attributes_to_search_on: Option<Vec<String>>,
}
#[derive(Debug, Clone, Default, PartialEq, Deserr)]
#[deserr(error = DeserrJsonError<InvalidHybridQuery>, rename_all = camelCase, deny_unknown_fields)]
pub struct HybridQuery {
#[deserr(default, error = DeserrJsonError<InvalidSemanticRatio>, default = DEFAULT_SEMANTIC_RATIO())]
pub semantic_ratio: f32,
#[deserr(default, error = DeserrJsonError<InvalidEmbedder>, default)]
pub embedder: Option<String>,
}
impl SearchQuery {
pub fn is_finite_pagination(&self) -> bool {
self.page.or(self.hits_per_page).is_some()
@ -103,6 +115,8 @@ pub struct SearchQueryWithIndex {
pub q: Option<String>,
#[deserr(default, error = DeserrJsonError<InvalidSearchQ>)]
pub vector: Option<VectorQuery>,
#[deserr(default, error = DeserrJsonError<InvalidHybridQuery>)]
pub hybrid: Option<HybridQuery>,
#[deserr(default = DEFAULT_SEARCH_OFFSET(), error = DeserrJsonError<InvalidSearchOffset>)]
pub offset: usize,
#[deserr(default = DEFAULT_SEARCH_LIMIT(), error = DeserrJsonError<InvalidSearchLimit>)]
@ -168,6 +182,7 @@ impl SearchQueryWithIndex {
crop_marker,
matching_strategy,
attributes_to_search_on,
hybrid,
} = self;
(
index_uid,
@ -193,6 +208,7 @@ impl SearchQueryWithIndex {
crop_marker,
matching_strategy,
attributes_to_search_on,
hybrid,
// do not use ..Default::default() here,
// rather add any missing field from `SearchQuery` to `SearchQueryWithIndex`
},