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https://github.com/meilisearch/MeiliSearch
synced 2024-12-04 10:35:46 +01:00
WIP: Failing embedding no longer causes the whole search to fail
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0c216048b5
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083cdec3de
@ -261,33 +261,56 @@ pub async fn embed(
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index_scheduler: &IndexScheduler,
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index_scheduler: &IndexScheduler,
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index: &milli::Index,
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index: &milli::Index,
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) -> Result<Option<DistributionShift>, ResponseError> {
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) -> Result<Option<DistributionShift>, ResponseError> {
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match (&query.hybrid, &query.vector, &query.q) {
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/// TEST:
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(Some(HybridQuery { semantic_ratio: _, embedder }), None, Some(q))
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// - pure vector search without hybrid
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if !q.trim().is_empty() =>
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// - pure vector search without hybrid passing a vector of the wrong dimension
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{
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// - pure vector search without hybrid, with multiple embedders, none of them called 'default'
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let embedder_configs = index.embedding_configs(&index.read_txn()?)?;
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let Some(hybrid) = &query.hybrid
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let embedders = index_scheduler.embedders(embedder_configs)?;
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else {
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return Ok(None);
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};
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let embedder = if let Some(embedder_name) = embedder {
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let embedder_configs = index.embedding_configs(&index.read_txn()?)?;
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embedders.get(embedder_name)
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} else {
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let embedders = index_scheduler.embedders(embedder_configs)?;
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embedders.get_default()
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let embedder_name = match &hybrid.embedder {
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Some(embedder_name) => embedder_name.clone(),
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None => embedders.get_default_embedder_name(),
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};
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let embedder = embedders.get(&embedder_name);
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let embedder = embedder
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.ok_or(milli::UserError::InvalidEmbedder(embedder_name))
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.map_err(milli::Error::from)?
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.0;
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let distribution = embedder.distribution();
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match (&query.vector, &query.q) {
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(None, Some(q)) if !q.trim().is_empty() => {
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let embeddings = match tokio::time::timeout(
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tokio::time::Duration::from_secs(10),
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embedder.embed(vec![q.to_owned()]),
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)
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.await
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{
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Ok(Ok(mut embeddings)) => embeddings.pop(),
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Ok(Err(error)) => {
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warn!(%error, "error while embedding");
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None
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}
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Err(_) => {
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warn!("timeout while embedding");
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None
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}
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};
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};
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let embedder = embedder
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let Some(embeddings) = embeddings else {
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.ok_or(milli::UserError::InvalidEmbedder("default".to_owned()))
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warn!("no embedding available, vector search will not take place");
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.map_err(milli::Error::from)?
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return Ok(distribution);
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.0;
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};
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let distribution = embedder.distribution();
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let embeddings = embedder
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.embed(vec![q.to_owned()])
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.await
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.map_err(milli::vector::Error::from)
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.map_err(milli::Error::from)?
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.pop()
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.expect("No vector returned from embedding");
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if embeddings.iter().nth(1).is_some() {
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if embeddings.iter().nth(1).is_some() {
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warn!("Ignoring embeddings past the first one in long search query");
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warn!("Ignoring embeddings past the first one in long search query");
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@ -295,23 +318,10 @@ pub async fn embed(
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} else {
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} else {
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query.vector = Some(embeddings.into_inner());
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query.vector = Some(embeddings.into_inner());
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}
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}
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Ok(distribution)
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Ok(distribution)
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}
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}
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(Some(hybrid), vector, _) => {
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(vector, _) => {
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let embedder_configs = index.embedding_configs(&index.read_txn()?)?;
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let embedders = index_scheduler.embedders(embedder_configs)?;
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let embedder = if let Some(embedder_name) = &hybrid.embedder {
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embedders.get(embedder_name)
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} else {
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embedders.get_default()
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};
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let embedder = embedder
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.ok_or(milli::UserError::InvalidEmbedder("default".to_owned()))
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.map_err(milli::Error::from)?
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.0;
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if let Some(vector) = vector {
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if let Some(vector) = vector {
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if vector.len() != embedder.dimensions() {
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if vector.len() != embedder.dimensions() {
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return Err(meilisearch_types::milli::Error::UserError(
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return Err(meilisearch_types::milli::Error::UserError(
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@ -326,7 +336,6 @@ pub async fn embed(
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Ok(embedder.distribution())
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Ok(embedder.distribution())
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}
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}
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_ => Ok(None),
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}
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}
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}
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}
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@ -98,17 +98,16 @@ impl EmbeddingConfigs {
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}
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}
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pub fn get_default(&self) -> Option<(Arc<Embedder>, Arc<Prompt>)> {
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pub fn get_default(&self) -> Option<(Arc<Embedder>, Arc<Prompt>)> {
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self.get_default_embedder_name().and_then(|default| self.get(&default))
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self.get(&self.get_default_embedder_name())
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}
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}
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pub fn get_default_embedder_name(&self) -> Option<String> {
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pub fn get_default_embedder_name(&self) -> String {
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let mut it = self.0.keys();
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let mut it = self.0.keys();
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let first_name = it.next();
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let first_name = it.next();
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let second_name = it.next();
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let second_name = it.next();
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match (first_name, second_name) {
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match (first_name, second_name) {
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(None, _) => None,
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(Some(first), None) => first.to_owned(),
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(Some(first), None) => Some(first.to_owned()),
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_ => "default".to_owned(),
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(Some(_), Some(_)) => Some("default".to_owned()),
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}
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}
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}
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}
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}
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}
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