mirror of
https://github.com/meilisearch/meilisearch.git
synced 2025-09-13 08:16:25 +00:00
Merge branch 'main' into indexer-edition-2024
This commit is contained in:
@ -15,14 +15,14 @@ use serde_json::Value;
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use super::helpers::{create_writer, writer_into_reader, GrenadParameters};
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use crate::error::FaultSource;
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use crate::index::IndexEmbeddingConfig;
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use crate::prompt::Prompt;
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use crate::prompt::{FieldsIdsMapWithMetadata, Prompt};
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use crate::update::del_add::{DelAdd, KvReaderDelAdd, KvWriterDelAdd};
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use crate::update::settings::InnerIndexSettingsDiff;
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use crate::vector::error::{EmbedErrorKind, PossibleEmbeddingMistakes, UnusedVectorsDistribution};
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use crate::vector::parsed_vectors::{ParsedVectorsDiff, VectorState, RESERVED_VECTORS_FIELD_NAME};
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use crate::vector::settings::{EmbedderAction, ReindexAction};
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use crate::vector::settings::ReindexAction;
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use crate::vector::{Embedder, Embeddings};
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use crate::{try_split_array_at, DocumentId, FieldId, FieldsIdsMap, Result, ThreadPoolNoAbort};
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use crate::{try_split_array_at, DocumentId, FieldId, Result, ThreadPoolNoAbort};
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/// The length of the elements that are always in the buffer when inserting new values.
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const TRUNCATE_SIZE: usize = size_of::<DocumentId>();
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@ -189,7 +189,13 @@ pub fn extract_vector_points<R: io::Read + io::Seek>(
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let reindex_vectors = settings_diff.reindex_vectors();
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let old_fields_ids_map = &settings_diff.old.fields_ids_map;
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let old_fields_ids_map =
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FieldsIdsMapWithMetadata::new(old_fields_ids_map, &settings_diff.old.searchable_fields_ids);
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let new_fields_ids_map = &settings_diff.new.fields_ids_map;
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let new_fields_ids_map =
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FieldsIdsMapWithMetadata::new(new_fields_ids_map, &settings_diff.new.searchable_fields_ids);
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// the vector field id may have changed
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let old_vectors_fid = old_fields_ids_map.id(RESERVED_VECTORS_FIELD_NAME);
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@ -202,65 +208,65 @@ pub fn extract_vector_points<R: io::Read + io::Seek>(
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if reindex_vectors {
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for (name, action) in settings_diff.embedding_config_updates.iter() {
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match action {
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EmbedderAction::WriteBackToDocuments(_) => continue, // already deleted
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EmbedderAction::Reindex(action) => {
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let Some((embedder_name, (embedder, prompt))) = configs.remove_entry(name)
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else {
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tracing::error!(embedder = name, "Requested embedder config not found");
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continue;
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};
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if let Some(action) = action.reindex() {
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let Some((embedder_name, (embedder, prompt, _quantized))) =
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configs.remove_entry(name)
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else {
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tracing::error!(embedder = name, "Requested embedder config not found");
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continue;
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};
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// (docid, _index) -> KvWriterDelAdd -> Vector
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let manual_vectors_writer = create_writer(
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indexer.chunk_compression_type,
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indexer.chunk_compression_level,
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tempfile::tempfile()?,
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);
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// (docid, _index) -> KvWriterDelAdd -> Vector
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let manual_vectors_writer = create_writer(
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indexer.chunk_compression_type,
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indexer.chunk_compression_level,
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tempfile::tempfile()?,
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);
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// (docid) -> (prompt)
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let prompts_writer = create_writer(
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indexer.chunk_compression_type,
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indexer.chunk_compression_level,
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tempfile::tempfile()?,
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);
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// (docid) -> (prompt)
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let prompts_writer = create_writer(
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indexer.chunk_compression_type,
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indexer.chunk_compression_level,
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tempfile::tempfile()?,
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);
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// (docid) -> ()
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let remove_vectors_writer = create_writer(
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indexer.chunk_compression_type,
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indexer.chunk_compression_level,
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tempfile::tempfile()?,
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);
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// (docid) -> ()
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let remove_vectors_writer = create_writer(
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indexer.chunk_compression_type,
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indexer.chunk_compression_level,
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tempfile::tempfile()?,
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);
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let action = match action {
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ReindexAction::FullReindex => ExtractionAction::SettingsFullReindex,
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ReindexAction::RegeneratePrompts => {
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let Some((_, old_prompt)) = old_configs.get(name) else {
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tracing::error!(embedder = name, "Old embedder config not found");
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continue;
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};
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let action = match action {
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ReindexAction::FullReindex => ExtractionAction::SettingsFullReindex,
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ReindexAction::RegeneratePrompts => {
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let Some((_, old_prompt, _quantized)) = old_configs.get(name) else {
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tracing::error!(embedder = name, "Old embedder config not found");
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continue;
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};
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ExtractionAction::SettingsRegeneratePrompts { old_prompt }
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}
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};
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ExtractionAction::SettingsRegeneratePrompts { old_prompt }
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}
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};
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extractors.push(EmbedderVectorExtractor {
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embedder_name,
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embedder,
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prompt,
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prompts_writer,
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remove_vectors_writer,
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manual_vectors_writer,
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add_to_user_provided: RoaringBitmap::new(),
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action,
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});
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}
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extractors.push(EmbedderVectorExtractor {
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embedder_name,
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embedder,
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prompt,
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prompts_writer,
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remove_vectors_writer,
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manual_vectors_writer,
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add_to_user_provided: RoaringBitmap::new(),
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action,
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});
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} else {
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continue;
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}
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}
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} else {
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// document operation
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for (embedder_name, (embedder, prompt)) in configs.into_iter() {
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for (embedder_name, (embedder, prompt, _quantized)) in configs.into_iter() {
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// (docid, _index) -> KvWriterDelAdd -> Vector
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let manual_vectors_writer = create_writer(
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indexer.chunk_compression_type,
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@ -376,7 +382,7 @@ pub fn extract_vector_points<R: io::Read + io::Seek>(
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);
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continue;
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}
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regenerate_prompt(obkv, prompt, new_fields_ids_map)?
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regenerate_prompt(obkv, prompt, &new_fields_ids_map)?
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}
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},
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// prompt regeneration is only triggered for existing embedders
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@ -393,7 +399,7 @@ pub fn extract_vector_points<R: io::Read + io::Seek>(
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regenerate_if_prompt_changed(
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obkv,
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(old_prompt, prompt),
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(old_fields_ids_map, new_fields_ids_map),
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(&old_fields_ids_map, &new_fields_ids_map),
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)?
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} else {
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// we can simply ignore user provided vectors as they are not regenerated and are
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@ -409,7 +415,7 @@ pub fn extract_vector_points<R: io::Read + io::Seek>(
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prompt,
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(add_to_user_provided, remove_from_user_provided),
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(old, new),
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(old_fields_ids_map, new_fields_ids_map),
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(&old_fields_ids_map, &new_fields_ids_map),
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document_id,
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embedder_name,
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embedder_is_manual,
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@ -479,7 +485,10 @@ fn extract_vector_document_diff(
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prompt: &Prompt,
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(add_to_user_provided, remove_from_user_provided): (&mut RoaringBitmap, &mut RoaringBitmap),
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(old, new): (VectorState, VectorState),
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(old_fields_ids_map, new_fields_ids_map): (&FieldsIdsMap, &FieldsIdsMap),
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(old_fields_ids_map, new_fields_ids_map): (
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&FieldsIdsMapWithMetadata,
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&FieldsIdsMapWithMetadata,
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),
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document_id: impl Fn() -> Value,
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embedder_name: &str,
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embedder_is_manual: bool,
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@ -599,7 +608,10 @@ fn extract_vector_document_diff(
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fn regenerate_if_prompt_changed(
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obkv: &obkv::KvReader<FieldId>,
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(old_prompt, new_prompt): (&Prompt, &Prompt),
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(old_fields_ids_map, new_fields_ids_map): (&FieldsIdsMap, &FieldsIdsMap),
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(old_fields_ids_map, new_fields_ids_map): (
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&FieldsIdsMapWithMetadata,
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&FieldsIdsMapWithMetadata,
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),
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) -> Result<VectorStateDelta> {
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let old_prompt =
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old_prompt.render(obkv, DelAdd::Deletion, old_fields_ids_map).unwrap_or(Default::default());
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@ -614,7 +626,7 @@ fn regenerate_if_prompt_changed(
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fn regenerate_prompt(
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obkv: &obkv::KvReader<FieldId>,
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prompt: &Prompt,
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new_fields_ids_map: &FieldsIdsMap,
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new_fields_ids_map: &FieldsIdsMapWithMetadata,
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) -> Result<VectorStateDelta> {
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let prompt = prompt.render(obkv, DelAdd::Addition, new_fields_ids_map)?;
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|
@ -37,7 +37,7 @@ use crate::update::index_documents::parallel::ImmutableObkvs;
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use crate::update::{
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IndexerConfig, UpdateIndexingStep, WordPrefixDocids, WordPrefixIntegerDocids, WordsPrefixesFst,
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};
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use crate::vector::EmbeddingConfigs;
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use crate::vector::{ArroyWrapper, EmbeddingConfigs};
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use crate::{CboRoaringBitmapCodec, Index, Object, Result};
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static MERGED_DATABASE_COUNT: usize = 7;
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@ -673,6 +673,24 @@ where
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let number_of_documents = self.index.number_of_documents(self.wtxn)?;
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let mut rng = rand::rngs::StdRng::seed_from_u64(42);
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// If an embedder wasn't used in the typedchunk but must be binary quantized
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// we should insert it in `dimension`
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for (name, action) in settings_diff.embedding_config_updates.iter() {
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if action.is_being_quantized && !dimension.contains_key(name.as_str()) {
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let index = self.index.embedder_category_id.get(self.wtxn, name)?.ok_or(
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InternalError::DatabaseMissingEntry {
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db_name: "embedder_category_id",
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key: None,
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},
|
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)?;
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let first_id = crate::vector::arroy_db_range_for_embedder(index).next().unwrap();
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let reader =
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ArroyWrapper::new(self.index.vector_arroy, first_id, action.was_quantized);
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let dim = reader.dimensions(self.wtxn)?;
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dimension.insert(name.to_string(), dim);
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}
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}
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|
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for (embedder_name, dimension) in dimension {
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let wtxn = &mut *self.wtxn;
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let vector_arroy = self.index.vector_arroy;
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@ -680,13 +698,23 @@ where
|
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let embedder_index = self.index.embedder_category_id.get(wtxn, &embedder_name)?.ok_or(
|
||||
InternalError::DatabaseMissingEntry { db_name: "embedder_category_id", key: None },
|
||||
)?;
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let embedder_config = settings_diff.embedding_config_updates.get(&embedder_name);
|
||||
let was_quantized = settings_diff
|
||||
.old
|
||||
.embedding_configs
|
||||
.get(&embedder_name)
|
||||
.map_or(false, |conf| conf.2);
|
||||
let is_quantizing = embedder_config.map_or(false, |action| action.is_being_quantized);
|
||||
|
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pool.install(|| {
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for k in crate::vector::arroy_db_range_for_embedder(embedder_index) {
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let writer = arroy::Writer::new(vector_arroy, k, dimension);
|
||||
if writer.need_build(wtxn)? {
|
||||
writer.build(wtxn, &mut rng, None)?;
|
||||
} else if writer.is_empty(wtxn)? {
|
||||
let mut writer = ArroyWrapper::new(vector_arroy, k, was_quantized);
|
||||
if is_quantizing {
|
||||
writer.quantize(wtxn, k, dimension)?;
|
||||
}
|
||||
if writer.need_build(wtxn, dimension)? {
|
||||
writer.build(wtxn, &mut rng, dimension)?;
|
||||
} else if writer.is_empty(wtxn, dimension)? {
|
||||
break;
|
||||
}
|
||||
}
|
||||
@ -2734,11 +2762,13 @@ mod tests {
|
||||
api_key: Setting::NotSet,
|
||||
dimensions: Setting::Set(3),
|
||||
document_template: Setting::NotSet,
|
||||
document_template_max_bytes: Setting::NotSet,
|
||||
url: Setting::NotSet,
|
||||
request: Setting::NotSet,
|
||||
response: Setting::NotSet,
|
||||
distribution: Setting::NotSet,
|
||||
headers: Setting::NotSet,
|
||||
binary_quantized: Setting::NotSet,
|
||||
}),
|
||||
);
|
||||
settings.set_embedder_settings(embedders);
|
||||
@ -2767,7 +2797,7 @@ mod tests {
|
||||
std::sync::Arc::new(crate::vector::Embedder::new(embedder.embedder_options).unwrap());
|
||||
let res = index
|
||||
.search(&rtxn)
|
||||
.semantic(embedder_name, embedder, Some([0.0, 1.0, 2.0].to_vec()))
|
||||
.semantic(embedder_name, embedder, false, Some([0.0, 1.0, 2.0].to_vec()))
|
||||
.execute()
|
||||
.unwrap();
|
||||
assert_eq!(res.documents_ids.len(), 3);
|
||||
|
@ -29,7 +29,8 @@ use crate::update::index_documents::GrenadParameters;
|
||||
use crate::update::settings::{InnerIndexSettings, InnerIndexSettingsDiff};
|
||||
use crate::update::{AvailableIds, UpdateIndexingStep};
|
||||
use crate::vector::parsed_vectors::{ExplicitVectors, VectorOrArrayOfVectors};
|
||||
use crate::vector::settings::{EmbedderAction, WriteBackToDocuments};
|
||||
use crate::vector::settings::WriteBackToDocuments;
|
||||
use crate::vector::ArroyWrapper;
|
||||
use crate::{
|
||||
is_faceted_by, FieldDistribution, FieldId, FieldIdMapMissingEntry, FieldsIdsMap, Index, Result,
|
||||
};
|
||||
@ -992,19 +993,17 @@ impl<'a, 'i> Transform<'a, 'i> {
|
||||
None
|
||||
};
|
||||
|
||||
let readers: Result<
|
||||
BTreeMap<&str, (Vec<arroy::Reader<'_, arroy::distances::Angular>>, &RoaringBitmap)>,
|
||||
> = settings_diff
|
||||
let readers: Result<BTreeMap<&str, (Vec<ArroyWrapper>, &RoaringBitmap)>> = settings_diff
|
||||
.embedding_config_updates
|
||||
.iter()
|
||||
.filter_map(|(name, action)| {
|
||||
if let EmbedderAction::WriteBackToDocuments(WriteBackToDocuments {
|
||||
embedder_id,
|
||||
user_provided,
|
||||
}) = action
|
||||
if let Some(WriteBackToDocuments { embedder_id, user_provided }) =
|
||||
action.write_back()
|
||||
{
|
||||
let readers: Result<Vec<_>> =
|
||||
self.index.arroy_readers(wtxn, *embedder_id).collect();
|
||||
let readers: Result<Vec<_>> = self
|
||||
.index
|
||||
.arroy_readers(wtxn, *embedder_id, action.was_quantized)
|
||||
.collect();
|
||||
match readers {
|
||||
Ok(readers) => Some(Ok((name.as_str(), (readers, user_provided)))),
|
||||
Err(error) => Some(Err(error)),
|
||||
@ -1107,23 +1106,14 @@ impl<'a, 'i> Transform<'a, 'i> {
|
||||
}
|
||||
}
|
||||
|
||||
let mut writers = Vec::new();
|
||||
|
||||
// delete all vectors from the embedders that need removal
|
||||
for (_, (readers, _)) in readers {
|
||||
for reader in readers {
|
||||
let dimensions = reader.dimensions();
|
||||
let arroy_index = reader.index();
|
||||
drop(reader);
|
||||
let writer = arroy::Writer::new(self.index.vector_arroy, arroy_index, dimensions);
|
||||
writers.push(writer);
|
||||
let dimensions = reader.dimensions(wtxn)?;
|
||||
reader.clear(wtxn, dimensions)?;
|
||||
}
|
||||
}
|
||||
|
||||
for writer in writers {
|
||||
writer.clear(wtxn)?;
|
||||
}
|
||||
|
||||
let grenad_params = GrenadParameters {
|
||||
chunk_compression_type: self.indexer_settings.chunk_compression_type,
|
||||
chunk_compression_level: self.indexer_settings.chunk_compression_level,
|
||||
|
@ -26,6 +26,7 @@ use crate::update::index_documents::helpers::{
|
||||
as_cloneable_grenad, try_split_array_at, KeepLatestObkv,
|
||||
};
|
||||
use crate::update::settings::InnerIndexSettingsDiff;
|
||||
use crate::vector::ArroyWrapper;
|
||||
use crate::{
|
||||
lat_lng_to_xyz, CboRoaringBitmapCodec, DocumentId, FieldId, GeoPoint, Index, InternalError,
|
||||
Result, SerializationError, U8StrStrCodec,
|
||||
@ -661,9 +662,14 @@ pub(crate) fn write_typed_chunk_into_index(
|
||||
let embedder_index = index.embedder_category_id.get(wtxn, &embedder_name)?.ok_or(
|
||||
InternalError::DatabaseMissingEntry { db_name: "embedder_category_id", key: None },
|
||||
)?;
|
||||
let binary_quantized = settings_diff
|
||||
.old
|
||||
.embedding_configs
|
||||
.get(&embedder_name)
|
||||
.map_or(false, |conf| conf.2);
|
||||
// FIXME: allow customizing distance
|
||||
let writers: Vec<_> = crate::vector::arroy_db_range_for_embedder(embedder_index)
|
||||
.map(|k| arroy::Writer::new(index.vector_arroy, k, expected_dimension))
|
||||
.map(|k| ArroyWrapper::new(index.vector_arroy, k, binary_quantized))
|
||||
.collect();
|
||||
|
||||
// remove vectors for docids we want them removed
|
||||
@ -674,7 +680,7 @@ pub(crate) fn write_typed_chunk_into_index(
|
||||
|
||||
for writer in &writers {
|
||||
// Uses invariant: vectors are packed in the first writers.
|
||||
if !writer.del_item(wtxn, docid)? {
|
||||
if !writer.del_item(wtxn, expected_dimension, docid)? {
|
||||
break;
|
||||
}
|
||||
}
|
||||
@ -706,7 +712,7 @@ pub(crate) fn write_typed_chunk_into_index(
|
||||
)));
|
||||
}
|
||||
for (embedding, writer) in embeddings.iter().zip(&writers) {
|
||||
writer.add_item(wtxn, docid, embedding)?;
|
||||
writer.add_item(wtxn, expected_dimension, docid, embedding)?;
|
||||
}
|
||||
}
|
||||
|
||||
@ -729,7 +735,7 @@ pub(crate) fn write_typed_chunk_into_index(
|
||||
break;
|
||||
};
|
||||
if candidate == vector {
|
||||
writer.del_item(wtxn, docid)?;
|
||||
writer.del_item(wtxn, expected_dimension, docid)?;
|
||||
deleted_index = Some(index);
|
||||
}
|
||||
}
|
||||
@ -746,8 +752,13 @@ pub(crate) fn write_typed_chunk_into_index(
|
||||
if let Some((last_index, vector)) = last_index_with_a_vector {
|
||||
// unwrap: computed the index from the list of writers
|
||||
let writer = writers.get(last_index).unwrap();
|
||||
writer.del_item(wtxn, docid)?;
|
||||
writers.get(deleted_index).unwrap().add_item(wtxn, docid, &vector)?;
|
||||
writer.del_item(wtxn, expected_dimension, docid)?;
|
||||
writers.get(deleted_index).unwrap().add_item(
|
||||
wtxn,
|
||||
expected_dimension,
|
||||
docid,
|
||||
&vector,
|
||||
)?;
|
||||
}
|
||||
}
|
||||
}
|
||||
@ -757,8 +768,8 @@ pub(crate) fn write_typed_chunk_into_index(
|
||||
|
||||
// overflow was detected during vector extraction.
|
||||
for writer in &writers {
|
||||
if !writer.contains_item(wtxn, docid)? {
|
||||
writer.add_item(wtxn, docid, &vector)?;
|
||||
if !writer.contains_item(wtxn, expected_dimension, docid)? {
|
||||
writer.add_item(wtxn, expected_dimension, docid, &vector)?;
|
||||
break;
|
||||
}
|
||||
}
|
||||
|
Reference in New Issue
Block a user