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Merge #4900

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4900: Indexer edition 2024 r=Kerollmops a=dureuill

This PR is implementing the indexer edition 2024, largely inspired by [the ideas from this blog post](https://blog.kerollmops.com/meilisearch-is-too-slow).

Fixes https://github.com/meilisearch/meilisearch/issues/4985

## Features
- Stream-first approach to reading documents.
- Minimum disk write operations.
- RAM usage-first approach to avoid modifying common bitmaps on disk but in memory.
- Reduced LMDB fragmentation by writing entries only once...
- ...computing the final version of the entries in parallel...
- ...and storing them in write-optimized data structures before sending them to the BTree (LMDB).
- Indexing in multiple transactions to improve large dataset support (dumps).


Co-authored-by: ManyTheFish <many@meilisearch.com>
Co-authored-by: Clément Renault <clement@meilisearch.com>
Co-authored-by: Louis Dureuil <louis@meilisearch.com>
This commit is contained in:
meili-bors[bot] 2024-11-21 16:19:10 +00:00 • committed by GitHub
commit 19e6f675b3
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GPG key ID: B5690EEEBB952194
134 changed files with 15591 additions and 3843 deletions
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479
crates/index-scheduler/src/batch.rs
View file

@ -22,22 +22,27 @@ use std::ffi::OsStr;
use std::fmt;
use std::fs::{self, File};
use std::io::BufWriter;
use std::sync::atomic::{self, AtomicU64};
use std::time::Duration;
use bumpalo::collections::CollectIn;
use bumpalo::Bump;
use dump::IndexMetadata;
use meilisearch_types::batches::BatchId;
use meilisearch_types::error::Code;
use meilisearch_types::heed::{RoTxn, RwTxn};
use meilisearch_types::milli::documents::{obkv_to_object, DocumentsBatchReader};
use meilisearch_types::milli::documents::{obkv_to_object, DocumentsBatchReader, PrimaryKey};
use meilisearch_types::milli::heed::CompactionOption;
use meilisearch_types::milli::update::{
IndexDocumentsConfig, IndexDocumentsMethod, IndexerConfig, Settings as MilliSettings,
};
use meilisearch_types::milli::update::new::indexer::{self, UpdateByFunction};
use meilisearch_types::milli::update::{IndexDocumentsMethod, Settings as MilliSettings};
use meilisearch_types::milli::vector::parsed_vectors::{
ExplicitVectors, VectorOrArrayOfVectors, RESERVED_VECTORS_FIELD_NAME,
};
use meilisearch_types::milli::{self, Filter, Object};
use meilisearch_types::milli::{self, Filter, ThreadPoolNoAbortBuilder};
use meilisearch_types::settings::{apply_settings_to_builder, Settings, Unchecked};
use meilisearch_types::tasks::{Details, IndexSwap, Kind, KindWithContent, Status, Task};
use meilisearch_types::tasks::{
Details, IndexSwap, Kind, KindWithContent, Status, Task, TaskProgress,
};
use meilisearch_types::{compression, Index, VERSION_FILE_NAME};
use roaring::RoaringBitmap;
use time::macros::format_description;
@ -46,7 +51,7 @@ use uuid::Uuid;
use crate::autobatcher::{self, BatchKind};
use crate::utils::{self, swap_index_uid_in_task, ProcessingBatch};
use crate::{Error, IndexScheduler, MustStopProcessing, Result, TaskId};
use crate::{Error, IndexScheduler, Result, TaskId};
/// Represents a combination of tasks that can all be processed at the same time.
///
@ -886,10 +891,8 @@ impl IndexScheduler {
while let Some(doc) =
cursor.next_document().map_err(milli::Error::from)?
{
dump_content_file.push_document(&obkv_to_object(
&doc,
&documents_batch_index,
)?)?;
dump_content_file
.push_document(&obkv_to_object(doc, &documents_batch_index)?)?;
}
dump_content_file.flush()?;
}
@ -1232,6 +1235,44 @@ impl IndexScheduler {
index: &'i Index,
operation: IndexOperation,
) -> Result<Vec<Task>> {
let indexer_alloc = Bump::new();
let started_processing_at = std::time::Instant::now();
let secs_since_started_processing_at = AtomicU64::new(0);
const PRINT_SECS_DELTA: u64 = 5;
let processing_tasks = self.processing_tasks.clone();
let must_stop_processing = self.must_stop_processing.clone();
let send_progress = |progress| {
let now = std::time::Instant::now();
let elapsed = secs_since_started_processing_at.load(atomic::Ordering::Relaxed);
let previous = started_processing_at + Duration::from_secs(elapsed);
let elapsed = now - previous;
if elapsed.as_secs() < PRINT_SECS_DELTA {
return;
}
secs_since_started_processing_at
.store((now - started_processing_at).as_secs(), atomic::Ordering::Relaxed);
let TaskProgress {
current_step,
finished_steps,
total_steps,
finished_substeps,
total_substeps,
} = processing_tasks.write().unwrap().update_progress(progress);
tracing::info!(
current_step,
finished_steps,
total_steps,
finished_substeps,
total_substeps
);
};
match operation {
IndexOperation::DocumentClear { mut tasks, .. } => {
let count = milli::update::ClearDocuments::new(index_wtxn, index).execute()?;
@ -1261,155 +1302,144 @@ impl IndexScheduler {
operations,
mut tasks,
} => {
let started_processing_at = std::time::Instant::now();
let mut primary_key_has_been_set = false;
let must_stop_processing = self.must_stop_processing.clone();
let indexer_config = self.index_mapper.indexer_config();
if let Some(primary_key) = primary_key {
match index.primary_key(index_wtxn)? {
// if a primary key was set AND had already been defined in the index
// but to a different value, we can make the whole batch fail.
Some(pk) => {
if primary_key != pk {
return Err(milli::Error::from(
milli::UserError::PrimaryKeyCannotBeChanged(pk.to_string()),
)
.into());
}
}
// if the primary key was set and there was no primary key set for this index
// we set it to the received value before starting the indexing process.
None => {
let mut builder =
milli::update::Settings::new(index_wtxn, index, indexer_config);
builder.set_primary_key(primary_key);
builder.execute(
|indexing_step| tracing::debug!(update = ?indexing_step),
|| must_stop_processing.clone().get(),
)?;
primary_key_has_been_set = true;
// TODO: at some point, for better efficiency we might want to reuse the bumpalo for successive batches.
// this is made difficult by the fact we're doing private clones of the index scheduler and sending it
// to a fresh thread.
let mut content_files = Vec::new();
for operation in &operations {
if let DocumentOperation::Add(content_uuid) = operation {
let content_file = self.file_store.get_update(*content_uuid)?;
let mmap = unsafe { memmap2::Mmap::map(&content_file)? };
if !mmap.is_empty() {
content_files.push(mmap);
}
}
}
let config = IndexDocumentsConfig { update_method: method, ..Default::default() };
let rtxn = index.read_txn()?;
let db_fields_ids_map = index.fields_ids_map(&rtxn)?;
let mut new_fields_ids_map = db_fields_ids_map.clone();
let embedder_configs = index.embedding_configs(index_wtxn)?;
// TODO: consider Arc'ing the map too (we only need read access + we'll be cloning it multiple times, so really makes sense)
let embedders = self.embedders(embedder_configs)?;
let mut builder = milli::update::IndexDocuments::new(
index_wtxn,
index,
indexer_config,
config,
|indexing_step| tracing::trace!(?indexing_step, "Update"),
|| must_stop_processing.get(),
)?;
for (operation, task) in operations.into_iter().zip(tasks.iter_mut()) {
let mut content_files_iter = content_files.iter();
let mut indexer = indexer::DocumentOperation::new(method);
let embedders = index.embedding_configs(index_wtxn)?;
let embedders = self.embedders(embedders)?;
for operation in operations {
match operation {
DocumentOperation::Add(content_uuid) => {
let content_file = self.file_store.get_update(content_uuid)?;
let reader = DocumentsBatchReader::from_reader(content_file)
.map_err(milli::Error::from)?;
let (new_builder, user_result) = builder.add_documents(reader)?;
builder = new_builder;
builder = builder.with_embedders(embedders.clone());
let received_documents =
if let Some(Details::DocumentAdditionOrUpdate {
received_documents,
..
}) = task.details
{
received_documents
} else {
// In the case of a `documentAdditionOrUpdate` the details MUST be set
unreachable!();
};
match user_result {
Ok(count) => {
task.status = Status::Succeeded;
task.details = Some(Details::DocumentAdditionOrUpdate {
received_documents,
indexed_documents: Some(count),
})
}
Err(e) => {
task.status = Status::Failed;
task.details = Some(Details::DocumentAdditionOrUpdate {
received_documents,
indexed_documents: Some(0),
});
task.error = Some(milli::Error::from(e).into());
}
}
DocumentOperation::Add(_content_uuid) => {
let mmap = content_files_iter.next().unwrap();
indexer.add_documents(mmap)?;
}
DocumentOperation::Delete(document_ids) => {
let (new_builder, user_result) =
builder.remove_documents(document_ids)?;
builder = new_builder;
// Uses Invariant: remove documents actually always returns Ok for the inner result
let count = user_result.unwrap();
let provided_ids =
if let Some(Details::DocumentDeletion { provided_ids, .. }) =
task.details
{
provided_ids
} else {
// In the case of a `documentAdditionOrUpdate` the details MUST be set
unreachable!();
};
task.status = Status::Succeeded;
task.details = Some(Details::DocumentDeletion {
provided_ids,
deleted_documents: Some(count),
});
let document_ids: bumpalo::collections::vec::Vec<_> = document_ids
.iter()
.map(|s| &*indexer_alloc.alloc_str(s))
.collect_in(&indexer_alloc);
indexer.delete_documents(document_ids.into_bump_slice());
}
}
}
if !tasks.iter().all(|res| res.error.is_some()) {
let addition = builder.execute()?;
let local_pool;
let indexer_config = self.index_mapper.indexer_config();
let pool = match &indexer_config.thread_pool {
Some(pool) => pool,
None => {
local_pool = ThreadPoolNoAbortBuilder::new().build().unwrap();
&local_pool
}
};
let (document_changes, operation_stats, primary_key) = indexer.into_changes(
&indexer_alloc,
index,
&rtxn,
primary_key.as_deref(),
&mut new_fields_ids_map,
&|| must_stop_processing.get(),
&send_progress,
)?;
let mut addition = 0;
for (stats, task) in operation_stats.into_iter().zip(&mut tasks) {
addition += stats.document_count;
match stats.error {
Some(error) => {
task.status = Status::Failed;
task.error = Some(milli::Error::UserError(error).into());
}
None => task.status = Status::Succeeded,
}
task.details = match task.details {
Some(Details::DocumentAdditionOrUpdate { received_documents, .. }) => {
Some(Details::DocumentAdditionOrUpdate {
received_documents,
indexed_documents: Some(stats.document_count),
})
}
Some(Details::DocumentDeletion { provided_ids, .. }) => {
Some(Details::DocumentDeletion {
provided_ids,
deleted_documents: Some(stats.document_count),
})
}
_ => {
// In the case of a `documentAdditionOrUpdate` or `DocumentDeletion`
// the details MUST be set to either addition or deletion
unreachable!();
}
}
}
if tasks.iter().any(|res| res.error.is_none()) {
pool.install(|| {
indexer::index(
index_wtxn,
index,
indexer_config.grenad_parameters(),
&db_fields_ids_map,
new_fields_ids_map,
primary_key,
&document_changes,
embedders,
&|| must_stop_processing.get(),
&send_progress,
)
})
.unwrap()?;
tracing::info!(indexing_result = ?addition, processed_in = ?started_processing_at.elapsed(), "document indexing done");
} else if primary_key_has_been_set {
// Everything failed but we've set a primary key.
// We need to remove it.
let mut builder =
milli::update::Settings::new(index_wtxn, index, indexer_config);
builder.reset_primary_key();
builder.execute(
|indexing_step| tracing::trace!(update = ?indexing_step),
|| must_stop_processing.clone().get(),
)?;
}
Ok(tasks)
}
IndexOperation::DocumentEdition { mut task, .. } => {
let (filter, context, function) =
if let KindWithContent::DocumentEdition {
filter_expr, context, function, ..
} = &task.kind
{
(filter_expr, context, function)
} else {
unreachable!()
};
let result_count = edit_documents_by_function(
index_wtxn,
filter,
context.clone(),
let (filter, code) = if let KindWithContent::DocumentEdition {
filter_expr,
context: _,
function,
self.index_mapper.indexer_config(),
self.must_stop_processing.clone(),
index,
);
..
} = &task.kind
{
(filter_expr, function)
} else {
unreachable!()
};
let candidates = match filter.as_ref().map(Filter::from_json) {
Some(Ok(Some(filter))) => {
filter.evaluate(index_wtxn, index).map_err(|err| match err {
milli::Error::UserError(milli::UserError::InvalidFilter(_)) => {
Error::from(err).with_custom_error_code(Code::InvalidDocumentFilter)
}
e => e.into(),
})?
}
None | Some(Ok(None)) => index.documents_ids(index_wtxn)?,
Some(Err(e)) => return Err(e.into()),
};
let (original_filter, context, function) = if let Some(Details::DocumentEdition {
original_filter,
context,
@ -1423,6 +1453,68 @@ impl IndexScheduler {
unreachable!();
};
if candidates.is_empty() {
task.status = Status::Succeeded;
task.details = Some(Details::DocumentEdition {
original_filter,
context,
function,
deleted_documents: Some(0),
edited_documents: Some(0),
});
return Ok(vec![task]);
}
let rtxn = index.read_txn()?;
let db_fields_ids_map = index.fields_ids_map(&rtxn)?;
let mut new_fields_ids_map = db_fields_ids_map.clone();
// candidates not empty => index not empty => a primary key is set
let primary_key = index.primary_key(&rtxn)?.unwrap();
let primary_key = PrimaryKey::new_or_insert(primary_key, &mut new_fields_ids_map)
.map_err(milli::Error::from)?;
let result_count = Ok((candidates.len(), candidates.len())) as Result<_>;
if task.error.is_none() {
let local_pool;
let indexer_config = self.index_mapper.indexer_config();
let pool = match &indexer_config.thread_pool {
Some(pool) => pool,
None => {
local_pool = ThreadPoolNoAbortBuilder::new().build().unwrap();
&local_pool
}
};
pool.install(|| {
let indexer =
UpdateByFunction::new(candidates, context.clone(), code.clone());
let document_changes = indexer.into_changes(&primary_key)?;
let embedders = index.embedding_configs(index_wtxn)?;
let embedders = self.embedders(embedders)?;
indexer::index(
index_wtxn,
index,
indexer_config.grenad_parameters(),
&db_fields_ids_map,
new_fields_ids_map,
None, // cannot change primary key in DocumentEdition
&document_changes,
embedders,
&|| must_stop_processing.get(),
&send_progress,
)?;
Result::Ok(())
})
.unwrap()?;
// tracing::info!(indexing_result = ?addition, processed_in = ?started_processing_at.elapsed(), "document indexing done");
}
match result_count {
Ok((deleted_documents, edited_documents)) => {
task.status = Status::Succeeded;
@ -1523,26 +1615,55 @@ impl IndexScheduler {
}
}
let config = IndexDocumentsConfig {
update_method: IndexDocumentsMethod::ReplaceDocuments,
..Default::default()
};
if to_delete.is_empty() {
return Ok(tasks);
}
let must_stop_processing = self.must_stop_processing.clone();
let mut builder = milli::update::IndexDocuments::new(
index_wtxn,
index,
self.index_mapper.indexer_config(),
config,
|indexing_step| tracing::debug!(update = ?indexing_step),
|| must_stop_processing.get(),
)?;
let rtxn = index.read_txn()?;
let db_fields_ids_map = index.fields_ids_map(&rtxn)?;
let mut new_fields_ids_map = db_fields_ids_map.clone();
let (new_builder, _count) =
builder.remove_documents_from_db_no_batch(&to_delete)?;
builder = new_builder;
// to_delete not empty => index not empty => primary key set
let primary_key = index.primary_key(&rtxn)?.unwrap();
let _ = builder.execute()?;
let primary_key = PrimaryKey::new_or_insert(primary_key, &mut new_fields_ids_map)
.map_err(milli::Error::from)?;
if !tasks.iter().all(|res| res.error.is_some()) {
let local_pool;
let indexer_config = self.index_mapper.indexer_config();
let pool = match &indexer_config.thread_pool {
Some(pool) => pool,
None => {
local_pool = ThreadPoolNoAbortBuilder::new().build().unwrap();
&local_pool
}
};
let mut indexer = indexer::DocumentDeletion::new();
indexer.delete_documents_by_docids(to_delete);
let document_changes = indexer.into_changes(&indexer_alloc, primary_key);
let embedders = index.embedding_configs(index_wtxn)?;
let embedders = self.embedders(embedders)?;
pool.install(|| {
indexer::index(
index_wtxn,
index,
indexer_config.grenad_parameters(),
&db_fields_ids_map,
new_fields_ids_map,
None, // document deletion never changes primary key
&document_changes,
embedders,
&|| must_stop_processing.get(),
&send_progress,
)
})
.unwrap()?;
// tracing::info!(indexing_result = ?addition, processed_in = ?started_processing_at.elapsed(), "document indexing done");
}
Ok(tasks)
}
@ -1560,7 +1681,6 @@ impl IndexScheduler {
task.status = Status::Succeeded;
}
let must_stop_processing = self.must_stop_processing.clone();
builder.execute(
|indexing_step| tracing::debug!(update = ?indexing_step),
|| must_stop_processing.get(),
@ -1784,44 +1904,3 @@ impl IndexScheduler {
Ok(tasks)
}
}
fn edit_documents_by_function<'a>(
wtxn: &mut RwTxn<'a>,
filter: &Option<serde_json::Value>,
context: Option<Object>,
code: &str,
indexer_config: &IndexerConfig,
must_stop_processing: MustStopProcessing,
index: &'a Index,
) -> Result<(u64, u64)> {
let candidates = match filter.as_ref().map(Filter::from_json) {
Some(Ok(Some(filter))) => filter.evaluate(wtxn, index).map_err(|err| match err {
milli::Error::UserError(milli::UserError::InvalidFilter(_)) => {
Error::from(err).with_custom_error_code(Code::InvalidDocumentFilter)
}
e => e.into(),
})?,
None | Some(Ok(None)) => index.documents_ids(wtxn)?,
Some(Err(e)) => return Err(e.into()),
};
let config = IndexDocumentsConfig {
update_method: IndexDocumentsMethod::ReplaceDocuments,
..Default::default()
};
let mut builder = milli::update::IndexDocuments::new(
wtxn,
index,
indexer_config,
config,
|indexing_step| tracing::debug!(update = ?indexing_step),
|| must_stop_processing.get(),
)?;
let (new_builder, count) = builder.edit_documents(&candidates, context, code)?;
builder = new_builder;
let _ = builder.execute()?;
Ok(count.unwrap())
}

44
crates/index-scheduler/src/lib.rs
View file

@ -56,11 +56,12 @@ use meilisearch_types::heed::types::{SerdeBincode, SerdeJson, Str, I128};
use meilisearch_types::heed::{self, Database, Env, PutFlags, RoTxn, RwTxn};
use meilisearch_types::milli::documents::DocumentsBatchBuilder;
use meilisearch_types::milli::index::IndexEmbeddingConfig;
use meilisearch_types::milli::update::new::indexer::document_changes::Progress;
use meilisearch_types::milli::update::IndexerConfig;
use meilisearch_types::milli::vector::{Embedder, EmbedderOptions, EmbeddingConfigs};
use meilisearch_types::milli::{self, CboRoaringBitmapCodec, Index, RoaringBitmapCodec, BEU32};
use meilisearch_types::task_view::TaskView;
use meilisearch_types::tasks::{Kind, KindWithContent, Status, Task};
use meilisearch_types::tasks::{Kind, KindWithContent, Status, Task, TaskProgress};
use rayon::current_num_threads;
use rayon::prelude::{IntoParallelIterator, ParallelIterator};
use roaring::RoaringBitmap;
@ -167,12 +168,14 @@ pub struct ProcessingTasks {
batch: Option<ProcessingBatch>,
/// The list of tasks ids that are currently running.
processing: RoaringBitmap,
/// The progress on processing tasks
progress: Option<TaskProgress>,
}
impl ProcessingTasks {
/// Creates an empty `ProcessingAt` struct.
fn new() -> ProcessingTasks {
ProcessingTasks { batch: None, processing: RoaringBitmap::new() }
ProcessingTasks { batch: None, processing: RoaringBitmap::new(), progress: None }
}
/// Stores the currently processing tasks, and the date time at which it started.
@ -181,11 +184,18 @@ impl ProcessingTasks {
self.processing = processing;
}
fn update_progress(&mut self, progress: Progress) -> TaskProgress {
self.progress.get_or_insert_with(TaskProgress::default).update(progress)
}
/// Set the processing tasks to an empty list
fn stop_processing(&mut self) -> Self {
self.progress = None;
Self {
batch: std::mem::take(&mut self.batch),
processing: std::mem::take(&mut self.processing),
progress: None,
}
}
@ -768,7 +778,7 @@ impl IndexScheduler {
/// Return the task ids matched by the given query from the index scheduler's point of view.
pub(crate) fn get_task_ids(&self, rtxn: &RoTxn, query: &Query) -> Result<RoaringBitmap> {
let ProcessingTasks { batch: processing_batch, processing: processing_tasks } =
let ProcessingTasks { batch: processing_batch, processing: processing_tasks, progress: _ } =
self.processing_tasks.read().unwrap().clone();
let Query {
limit,
@ -1352,9 +1362,12 @@ impl IndexScheduler {
let tasks =
self.get_existing_tasks(&rtxn, tasks.take(query.limit.unwrap_or(u32::MAX) as usize))?;
let ProcessingTasks { batch, processing } =
let ProcessingTasks { batch, processing, progress } =
self.processing_tasks.read().map_err(|_| Error::CorruptedTaskQueue)?.clone();
// ignored for now, might be added to batch details later
let _ = progress;
let ret = tasks.into_iter();
if processing.is_empty() || batch.is_none() {
Ok((ret.collect(), total))
@ -2290,7 +2303,7 @@ mod tests {
dumps_path: tempdir.path().join("dumps"),
webhook_url: None,
webhook_authorization_header: None,
task_db_size: 1000 * 1000, // 1 MB, we don't use MiB on purpose.
task_db_size: 1000 * 1000 * 10, // 10 MB, we don't use MiB on purpose.
index_base_map_size: 1000 * 1000, // 1 MB, we don't use MiB on purpose.
enable_mdb_writemap: false,
index_growth_amount: 1000 * 1000 * 1000 * 1000, // 1 TB
@ -5186,12 +5199,10 @@ mod tests {
handle.advance_one_successful_batch();
snapshot!(snapshot_index_scheduler(&index_scheduler), name: "only_first_task_succeed");
// The second batch should fail.
handle.advance_one_failed_batch();
handle.advance_one_successful_batch();
snapshot!(snapshot_index_scheduler(&index_scheduler), name: "second_task_fails");
// The second batch should fail.
handle.advance_one_failed_batch();
handle.advance_one_successful_batch();
snapshot!(snapshot_index_scheduler(&index_scheduler), name: "third_task_fails");
// Is the primary key still what we expect?
@ -5251,8 +5262,7 @@ mod tests {
handle.advance_one_successful_batch();
snapshot!(snapshot_index_scheduler(&index_scheduler), name: "only_first_task_succeed");
// The second batch should fail and contains two tasks.
handle.advance_one_failed_batch();
handle.advance_one_successful_batch();
snapshot!(snapshot_index_scheduler(&index_scheduler), name: "second_and_third_tasks_fails");
// Is the primary key still what we expect?
@ -5331,7 +5341,8 @@ mod tests {
snapshot!(primary_key, @"id");
// We're trying to `bork` again, but now there is already a primary key set for this index.
handle.advance_one_failed_batch();
// NOTE: it's marked as successful because the batch didn't fails, it's the individual tasks that failed.
handle.advance_one_successful_batch();
snapshot!(snapshot_index_scheduler(&index_scheduler), name: "fourth_task_fails");
// Finally the last task should succeed since its primary key is the same as the valid one.
@ -5491,7 +5502,7 @@ mod tests {
snapshot!(primary_key.is_none(), @"false");
// The second batch should contains only one task that fails because it tries to update the primary key to `bork`.
handle.advance_one_failed_batch();
handle.advance_one_successful_batch();
snapshot!(snapshot_index_scheduler(&index_scheduler), name: "second_task_fails");
// The third batch should succeed and only contains one task.
@ -6136,9 +6147,10 @@ mod tests {
let configs = index_scheduler.embedders(configs).unwrap();
let (hf_embedder, _, _) = configs.get(&simple_hf_name).unwrap();
let beagle_embed = hf_embedder.embed_one(S("Intel the beagle best doggo")).unwrap();
let lab_embed = hf_embedder.embed_one(S("Max the lab best doggo")).unwrap();
let patou_embed = hf_embedder.embed_one(S("kefir the patou best doggo")).unwrap();
let beagle_embed =
hf_embedder.embed_one(S("Intel the beagle best doggo"), None).unwrap();
let lab_embed = hf_embedder.embed_one(S("Max the lab best doggo"), None).unwrap();
let patou_embed = hf_embedder.embed_one(S("kefir the patou best doggo"), None).unwrap();
(fakerest_name, simple_hf_name, beagle_embed, lab_embed, patou_embed)
};

4
crates/index-scheduler/src/snapshots/lib.rs/import_vectors/Intel to kefir succeeds.snap
View file

@ -1,5 +1,5 @@
---
source: crates/index-scheduler/src/lib.rs
source: crates/crates/index-scheduler/src/lib.rs
snapshot_kind: text
---
### Autobatching Enabled = true
@ -23,7 +23,7 @@ succeeded [0,1,2,]
doggos [0,1,2,]
----------------------------------------------------------------------
### Index Mapper:
doggos: { number_of_documents: 1, field_distribution: {"_vectors": 1, "breed": 1, "doggo": 1, "id": 1} }
doggos: { number_of_documents: 1, field_distribution: {"breed": 1, "doggo": 1, "id": 1} }
----------------------------------------------------------------------
### Canceled By:

4
crates/index-scheduler/src/snapshots/lib.rs/import_vectors/Intel to kefir.snap
View file

@ -1,5 +1,5 @@
---
source: crates/index-scheduler/src/lib.rs
source: crates/crates/index-scheduler/src/lib.rs
snapshot_kind: text
---
### Autobatching Enabled = true
@ -23,7 +23,7 @@ succeeded [0,1,]
doggos [0,1,2,]
----------------------------------------------------------------------
### Index Mapper:
doggos: { number_of_documents: 1, field_distribution: {"_vectors": 1, "breed": 1, "doggo": 1, "id": 1} }
doggos: { number_of_documents: 1, field_distribution: {"breed": 1, "doggo": 1, "id": 1} }
----------------------------------------------------------------------
### Canceled By:

4
crates/index-scheduler/src/snapshots/lib.rs/import_vectors/adding Intel succeeds.snap
View file

@ -1,5 +1,5 @@
---
source: crates/index-scheduler/src/lib.rs
source: crates/crates/index-scheduler/src/lib.rs
snapshot_kind: text
---
### Autobatching Enabled = true
@ -22,7 +22,7 @@ succeeded [0,1,]
doggos [0,1,]
----------------------------------------------------------------------
### Index Mapper:
doggos: { number_of_documents: 1, field_distribution: {"_vectors": 1, "breed": 1, "doggo": 1, "id": 1} }
doggos: { number_of_documents: 1, field_distribution: {"breed": 1, "doggo": 1, "id": 1} }
----------------------------------------------------------------------
### Canceled By:

4
crates/index-scheduler/src/snapshots/lib.rs/import_vectors_first_and_embedder_later/documents after initial push.snap
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