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https://github.com/meilisearch/meilisearch.git
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Display docid when there are documents without manual embeddings for a manual embedder
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553440632e
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@ -95,6 +95,84 @@ enum ExtractionAction {
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DocumentOperation(DocumentOperation),
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}
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struct ManualEmbedderErrors {
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embedder_name: String,
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docid: String,
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other_docids: usize,
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}
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impl ManualEmbedderErrors {
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pub fn push_error(
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errors: &mut Option<ManualEmbedderErrors>,
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embedder_name: &str,
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document_id: impl Fn() -> Value,
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) {
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match errors {
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Some(errors) => {
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if errors.embedder_name == embedder_name {
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errors.other_docids = errors.other_docids.saturating_add(1)
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}
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}
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None => {
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*errors = Some(Self {
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embedder_name: embedder_name.to_owned(),
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docid: document_id().to_string(),
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other_docids: 0,
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});
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}
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}
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}
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pub fn to_result(
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errors: Option<ManualEmbedderErrors>,
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possible_embedding_mistakes: &PossibleEmbeddingMistakes,
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unused_vectors_distribution: &UnusedVectorsDistribution,
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) -> Result<()> {
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match errors {
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Some(errors) => {
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let embedder_name = &errors.embedder_name;
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let mut msg = format!(
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r"While embedding documents for embedder `{embedder_name}`: no vectors provided for document {}{}",
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errors.docid,
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if errors.other_docids != 0 {
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format!(" and at least {} other document(s)", errors.other_docids)
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} else {
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"".to_string()
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}
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);
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msg += &format!("\n- Note: `{embedder_name}` has `source: userProvided`, so documents must provide embeddings as an array in `_vectors.{embedder_name}`.");
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let mut hint_count = 0;
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for (vector_misspelling, count) in
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possible_embedding_mistakes.vector_mistakes().take(2)
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{
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msg += &format!("\n- Hint: try replacing `{vector_misspelling}` by `_vectors` in {count} document(s).");
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hint_count += 1;
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}
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for (embedder_misspelling, count) in possible_embedding_mistakes
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.embedder_mistakes(embedder_name, unused_vectors_distribution)
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.take(2)
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{
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msg += &format!("\n- Hint: try replacing `_vectors.{embedder_misspelling}` by `_vectors.{embedder_name}` in {count} document(s).");
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hint_count += 1;
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}
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if hint_count == 0 {
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msg += &format!(
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"\n- Hint: opt-out for a document with `_vectors.{embedder_name}: null`"
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);
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}
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Err(crate::Error::UserError(crate::UserError::DocumentEmbeddingError(msg)))
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}
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None => Ok(()),
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}
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}
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}
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/// Extracts the embedding vector contained in each document under the `_vectors` field.
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///
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/// Returns the generated grenad reader containing the docid as key associated to the Vec<f32>
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@ -104,8 +182,10 @@ pub fn extract_vector_points<R: io::Read + io::Seek>(
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indexer: GrenadParameters,
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embedders_configs: &[IndexEmbeddingConfig],
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settings_diff: &InnerIndexSettingsDiff,
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possible_embedding_mistakes: &PossibleEmbeddingMistakes,
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) -> Result<(Vec<ExtractedVectorPoints>, UnusedVectorsDistribution)> {
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let mut unused_vectors_distribution = UnusedVectorsDistribution::new();
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let mut manual_errors = None;
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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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@ -246,7 +326,7 @@ pub fn extract_vector_points<R: io::Read + io::Seek>(
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for EmbedderVectorExtractor {
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embedder_name,
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embedder: _,
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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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@ -255,6 +335,8 @@ pub fn extract_vector_points<R: io::Read + io::Seek>(
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action,
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} in extractors.iter_mut()
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{
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let embedder_is_manual = matches!(**embedder, Embedder::UserProvided(_));
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let (old, new) = parsed_vectors.remove(embedder_name);
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let delta = match action {
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ExtractionAction::SettingsFullReindex => match old {
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@ -285,11 +367,29 @@ pub fn extract_vector_points<R: io::Read + io::Seek>(
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// this happens only when an existing embedder changed. We cannot regenerate userProvided vectors
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VectorState::Manual => VectorStateDelta::NoChange,
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// generated vectors must be regenerated
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VectorState::Generated => regenerate_prompt(obkv, prompt, new_fields_ids_map)?,
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VectorState::Generated => {
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if embedder_is_manual {
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ManualEmbedderErrors::push_error(
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&mut manual_errors,
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embedder_name.as_str(),
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document_id,
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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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}
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},
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// prompt regeneration is only triggered for existing embedders
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ExtractionAction::SettingsRegeneratePrompts { old_prompt } => {
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if old.must_regenerate() {
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if embedder_is_manual {
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ManualEmbedderErrors::push_error(
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&mut manual_errors,
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embedder_name.as_str(),
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document_id,
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);
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continue;
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}
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regenerate_if_prompt_changed(
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obkv,
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(old_prompt, prompt),
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@ -311,6 +411,9 @@ pub fn extract_vector_points<R: io::Read + io::Seek>(
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(old, new),
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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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&mut manual_errors,
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)?,
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};
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// and we finally push the unique vectors into the writer
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@ -326,6 +429,12 @@ pub fn extract_vector_points<R: io::Read + io::Seek>(
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unused_vectors_distribution.append(parsed_vectors);
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}
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ManualEmbedderErrors::to_result(
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manual_errors,
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possible_embedding_mistakes,
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&unused_vectors_distribution,
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)?;
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let mut results = Vec::new();
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for EmbedderVectorExtractor {
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@ -371,6 +480,9 @@ fn extract_vector_document_diff(
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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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document_id: impl Fn() -> Value,
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embedder_name: &str,
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embedder_is_manual: bool,
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manual_errors: &mut Option<ManualEmbedderErrors>,
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) -> Result<VectorStateDelta> {
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match (old.must_regenerate(), new.must_regenerate()) {
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(true, true) | (false, false) => {}
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@ -408,6 +520,10 @@ fn extract_vector_document_diff(
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.any(|deladd| deladd.get(DelAdd::Addition).is_some());
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if document_is_kept {
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if embedder_is_manual {
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ManualEmbedderErrors::push_error(manual_errors, embedder_name, document_id);
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return Ok(VectorStateDelta::NoChange);
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}
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// Don't give up if the old prompt was failing
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let old_prompt = Some(&prompt).map(|p| {
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p.render(obkv, DelAdd::Deletion, old_fields_ids_map).unwrap_or_default()
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@ -439,6 +555,10 @@ fn extract_vector_document_diff(
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.map(|(_, deladd)| KvReaderDelAdd::new(deladd))
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.any(|deladd| deladd.get(DelAdd::Addition).is_some());
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if document_is_kept {
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if embedder_is_manual {
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ManualEmbedderErrors::push_error(manual_errors, embedder_name, document_id);
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return Ok(VectorStateDelta::NoChange);
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}
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// becomes autogenerated
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VectorStateDelta::NowGenerated(prompt.render(
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obkv,
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@ -251,6 +251,7 @@ fn send_original_documents_data(
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indexer,
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&embedders_configs,
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&settings_diff,
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&possible_embedding_mistakes,
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) {
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Ok((extracted_vectors, unused_vectors_distribution)) => {
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for ExtractedVectorPoints {
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