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Expose intermediate errors when processing batches

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Clément Renault 2024-11-14 16:00:11 +01:00 committed by Louis Dureuil
parent 4ff2b3c2ee
commit 83865d2ebd
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3 changed files with 409 additions and 216 deletions
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75
crates/index-scheduler/src/batch.rs
View File

@ -39,7 +39,7 @@ use meilisearch_types::milli::update::{IndexDocumentsMethod, Settings as MilliSe
use meilisearch_types::milli::vector::parsed_vectors::{
ExplicitVectors, VectorOrArrayOfVectors, RESERVED_VECTORS_FIELD_NAME,
};
use meilisearch_types::milli::{self, Filter, ThreadPoolNoAbort, ThreadPoolNoAbortBuilder};
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::{compression, Index, VERSION_FILE_NAME};
@ -1331,55 +1331,19 @@ impl IndexScheduler {
let mut indexer = indexer::DocumentOperation::new(method);
let embedders = index.embedding_configs(index_wtxn)?;
let embedders = self.embedders(embedders)?;
for (operation, task) in operations.into_iter().zip(tasks.iter_mut()) {
for operation in operations {
match operation {
DocumentOperation::Add(_content_uuid) => {
let mmap = content_files_iter.next().unwrap();
let stats = indexer.add_documents(mmap)?;
indexer.add_documents(mmap)?;
// 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!();
};
task.status = Status::Succeeded;
task.details = Some(Details::DocumentAdditionOrUpdate {
received_documents,
indexed_documents: Some(stats.document_count as u64),
})
}
DocumentOperation::Delete(document_ids) => {
let count = document_ids.len();
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());
// 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 as u64),
});
}
}
}
@ -1394,8 +1358,7 @@ impl IndexScheduler {
}
};
// TODO we want to multithread this
let document_changes = indexer.into_changes(
let (document_changes, operation_stats) = indexer.into_changes(
&indexer_alloc,
index,
&rtxn,
@ -1403,6 +1366,36 @@ impl IndexScheduler {
&mut new_fields_ids_map,
)?;
for (stats, task) in operation_stats.into_iter().zip(&mut tasks) {
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!();
}
}
}
pool.install(|| {
indexer::index(
index_wtxn,

548
crates/milli/src/update/new/indexer/document_operation.rs
View File

@ -1,10 +1,11 @@
use bumpalo::collections::CollectIn;
use bumpalo::Bump;
use hashbrown::hash_map::Entry;
use heed::RoTxn;
use memmap2::Mmap;
use rayon::slice::ParallelSlice;
use serde_json::value::RawValue;
use IndexDocumentsMethod as Idm;
use serde_json::Deserializer;
use super::super::document_change::DocumentChange;
use super::document_changes::{DocumentChangeContext, DocumentChanges, MostlySend};
@ -12,55 +13,24 @@ use crate::documents::PrimaryKey;
use crate::update::new::document::Versions;
use crate::update::new::{Deletion, Insertion, Update};
use crate::update::{AvailableIds, IndexDocumentsMethod};
use crate::{DocumentId, Error, FieldsIdsMap, Index, Result, UserError};
use crate::{DocumentId, Error, FieldsIdsMap, Index, InternalError, Result, UserError};
pub struct DocumentOperation<'pl> {
operations: Vec<Payload<'pl>>,
index_documents_method: IndexDocumentsMethod,
}
pub struct DocumentOperationChanges<'pl> {
docids_version_offsets: &'pl [(&'pl str, ((u32, bool), &'pl [InnerDocOp<'pl>]))],
index_documents_method: IndexDocumentsMethod,
}
pub enum Payload<'pl> {
Addition(&'pl [u8]),
Deletion(&'pl [&'pl str]),
}
pub struct PayloadStats {
pub document_count: usize,
pub bytes: u64,
}
#[derive(Clone)]
pub enum InnerDocOp<'pl> {
Addition(DocumentOffset<'pl>),
Deletion,
}
/// Represents an offset where a document lives
/// in an mmapped grenad reader file.
#[derive(Clone)]
pub struct DocumentOffset<'pl> {
/// The mmapped payload files.
pub content: &'pl [u8],
method: MergeMethod,
}
impl<'pl> DocumentOperation<'pl> {
pub fn new(method: IndexDocumentsMethod) -> Self {
Self { operations: Default::default(), index_documents_method: method }
Self { operations: Default::default(), method: MergeMethod::from(method) }
}
/// TODO please give me a type
/// The payload is expected to be in the grenad format
pub fn add_documents(&mut self, payload: &'pl Mmap) -> Result<PayloadStats> {
pub fn add_documents(&mut self, payload: &'pl Mmap) -> Result<()> {
payload.advise(memmap2::Advice::Sequential)?;
let document_count =
memchr::memmem::find_iter(&payload[..], "}{").count().saturating_add(1);
self.operations.push(Payload::Addition(&payload[..]));
Ok(PayloadStats { bytes: payload.len() as u64, document_count })
Ok(())
}
pub fn delete_documents(&mut self, to_delete: &'pl [&'pl str]) {
@ -74,141 +44,239 @@ impl<'pl> DocumentOperation<'pl> {
rtxn: &RoTxn,
primary_key: &PrimaryKey,
new_fields_ids_map: &mut FieldsIdsMap,
) -> Result<DocumentOperationChanges<'pl>> {
// will contain nodes from the intermediate hashmap
let document_changes_alloc = Bump::with_capacity(1024 * 1024 * 1024); // 1 MiB
) -> Result<(DocumentOperationChanges<'pl>, Vec<PayloadStats>)> {
let Self { operations, method } = self;
let documents_ids = index.documents_ids(rtxn)?;
let mut operations_stats = Vec::new();
let mut available_docids = AvailableIds::new(&documents_ids);
let mut docids_version_offsets =
hashbrown::HashMap::<&'pl str, _, _, _>::new_in(&document_changes_alloc);
let mut docids_version_offsets = hashbrown::HashMap::new();
for operation in self.operations {
match operation {
Payload::Addition(payload) => {
let mut iter =
serde_json::Deserializer::from_slice(payload).into_iter::<&RawValue>();
for operation in operations {
let (bytes, document_count, result) = match operation {
Payload::Addition(payload) => extract_addition_payload_changes(
indexer,
index,
rtxn,
primary_key,
new_fields_ids_map,
&mut available_docids,
&docids_version_offsets,
method,
payload,
),
Payload::Deletion(to_delete) => extract_deletion_payload_changes(
index,
rtxn,
&mut available_docids,
&docids_version_offsets,
method,
to_delete,
),
};
/// TODO manage the error
let mut previous_offset = 0;
while let Some(document) =
iter.next().transpose().map_err(UserError::SerdeJson)?
{
let external_document_id = primary_key.extract_fields_and_docid(
document,
new_fields_ids_map,
indexer,
)?;
let external_document_id = external_document_id.to_de();
let current_offset = iter.byte_offset();
let document_operation = InnerDocOp::Addition(DocumentOffset {
content: &payload[previous_offset..current_offset],
});
match docids_version_offsets.get_mut(external_document_id) {
None => {
let (docid, is_new) = match index
.external_documents_ids()
.get(rtxn, external_document_id)?
{
Some(docid) => (docid, false),
None => (
available_docids.next().ok_or(Error::UserError(
UserError::DocumentLimitReached,
))?,
true,
),
};
docids_version_offsets.insert(
external_document_id,
(
(docid, is_new),
bumpalo::vec![in indexer; document_operation],
),
);
}
Some((_, offsets)) => {
let useless_previous_addition = match self.index_documents_method {
IndexDocumentsMethod::ReplaceDocuments => {
MergeDocumentForReplacement::USELESS_PREVIOUS_CHANGES
}
IndexDocumentsMethod::UpdateDocuments => {
MergeDocumentForUpdates::USELESS_PREVIOUS_CHANGES
}
};
if useless_previous_addition {
offsets.clear();
}
offsets.push(document_operation);
}
}
previous_offset = iter.byte_offset();
}
let error = match result {
Ok(new_docids_version_offsets) => {
// If we don't have any error then we can merge the content of this payload
// into to main payload. Else we just drop this payload extraction.
merge_version_offsets(&mut docids_version_offsets, new_docids_version_offsets);
None
}
Payload::Deletion(to_delete) => {
for external_document_id in to_delete {
match docids_version_offsets.get_mut(external_document_id) {
None => {
let (docid, is_new) = match index
.external_documents_ids()
.get(rtxn, external_document_id)?
{
Some(docid) => (docid, false),
None => (
available_docids.next().ok_or(Error::UserError(
UserError::DocumentLimitReached,
))?,
true,
),
};
Err(Error::UserError(user_error)) => Some(user_error),
Err(e) => return Err(e),
};
docids_version_offsets.insert(
external_document_id,
(
(docid, is_new),
bumpalo::vec![in indexer; InnerDocOp::Deletion],
),
);
}
Some((_, offsets)) => {
offsets.clear();
offsets.push(InnerDocOp::Deletion);
}
}
}
}
}
operations_stats.push(PayloadStats { document_count, bytes, error });
}
// TODO We must drain the HashMap into a Vec because rayon::hash_map::IntoIter: !Clone
let mut docids_version_offsets: bumpalo::collections::vec::Vec<_> = docids_version_offsets
.drain()
.map(|(item, (docid, v))| (item, (docid, v.into_bump_slice())))
.collect_in(indexer);
let mut docids_version_offsets: bumpalo::collections::vec::Vec<_> =
docids_version_offsets.drain().collect_in(indexer);
// Reorder the offsets to make sure we iterate on the file sequentially
let sort_function_key = match self.index_documents_method {
Idm::ReplaceDocuments => MergeDocumentForReplacement::sort_key,
Idm::UpdateDocuments => MergeDocumentForUpdates::sort_key,
// And finally sort them
docids_version_offsets.sort_unstable_by_key(|(_, po)| method.sort_key(&po.operations));
let docids_version_offsets = docids_version_offsets.into_bump_slice();
Ok((DocumentOperationChanges { docids_version_offsets }, operations_stats))
}
}
fn extract_addition_payload_changes<'s, 'pl: 's>(
indexer: &'pl Bump,
index: &Index,
rtxn: &RoTxn,
primary_key: &PrimaryKey,
fields_ids_map: &mut FieldsIdsMap,
available_docids: &mut AvailableIds,
main_docids_version_offsets: &hashbrown::HashMap<&'s str, PayloadOperations<'pl>>,
method: MergeMethod,
payload: &'pl [u8],
) -> (u64, u64, Result<hashbrown::HashMap<&'s str, PayloadOperations<'pl>>>) {
let mut new_docids_version_offsets = hashbrown::HashMap::<&str, PayloadOperations<'pl>>::new();
/// TODO manage the error
let mut previous_offset = 0;
let mut iter = Deserializer::from_slice(payload).into_iter::<&RawValue>();
loop {
let doc = match iter.next().transpose() {
Ok(Some(doc)) => doc,
Ok(None) => break,
Err(e) => {
return (
payload.len() as u64,
new_docids_version_offsets.len() as u64,
Err(InternalError::SerdeJson(e).into()),
)
}
};
// And finally sort them
docids_version_offsets.sort_unstable_by_key(|(_, (_, docops))| sort_function_key(docops));
let docids_version_offsets = docids_version_offsets.into_bump_slice();
Ok(DocumentOperationChanges {
docids_version_offsets,
index_documents_method: self.index_documents_method,
})
let external_id = match primary_key.extract_fields_and_docid(doc, fields_ids_map, indexer) {
Ok(edi) => edi,
Err(e) => {
return (payload.len() as u64, new_docids_version_offsets.len() as u64, Err(e))
}
};
let external_id = external_id.to_de();
let current_offset = iter.byte_offset();
let document_offset = DocumentOffset { content: &payload[previous_offset..current_offset] };
match main_docids_version_offsets.get(external_id) {
None => {
let (docid, is_new) = match index.external_documents_ids().get(rtxn, external_id) {
Ok(Some(docid)) => (docid, false),
Ok(None) => (
match available_docids.next() {
Some(docid) => docid,
None => {
return (
payload.len() as u64,
new_docids_version_offsets.len() as u64,
Err(UserError::DocumentLimitReached.into()),
)
}
},
true,
),
Err(e) => {
return (
payload.len() as u64,
new_docids_version_offsets.len() as u64,
Err(e.into()),
)
}
};
match new_docids_version_offsets.entry(external_id) {
Entry::Occupied(mut entry) => entry.get_mut().push_addition(document_offset),
Entry::Vacant(entry) => {
entry.insert(PayloadOperations::new_addition(
method,
docid,
is_new,
document_offset,
));
}
}
}
Some(payload_operations) => match new_docids_version_offsets.entry(external_id) {
Entry::Occupied(mut entry) => entry.get_mut().push_addition(document_offset),
Entry::Vacant(entry) => {
entry.insert(PayloadOperations::new_addition(
method,
payload_operations.docid,
payload_operations.is_new,
document_offset,
));
}
},
}
previous_offset = iter.byte_offset();
}
(payload.len() as u64, new_docids_version_offsets.len() as u64, Ok(new_docids_version_offsets))
}
fn extract_deletion_payload_changes<'s, 'pl: 's>(
index: &Index,
rtxn: &RoTxn,
available_docids: &mut AvailableIds,
main_docids_version_offsets: &hashbrown::HashMap<&'s str, PayloadOperations<'pl>>,
method: MergeMethod,
to_delete: &'pl [&'pl str],
) -> (u64, u64, Result<hashbrown::HashMap<&'s str, PayloadOperations<'pl>>>) {
let mut new_docids_version_offsets = hashbrown::HashMap::<&str, PayloadOperations<'pl>>::new();
let mut document_count = 0;
for external_id in to_delete {
match main_docids_version_offsets.get(external_id) {
None => {
let (docid, is_new) = match index.external_documents_ids().get(rtxn, external_id) {
Ok(Some(docid)) => (docid, false),
Ok(None) => (
match available_docids.next() {
Some(docid) => docid,
None => {
return (
0,
new_docids_version_offsets.len() as u64,
Err(UserError::DocumentLimitReached.into()),
)
}
},
true,
),
Err(e) => return (0, new_docids_version_offsets.len() as u64, Err(e.into())),
};
match new_docids_version_offsets.entry(external_id) {
Entry::Occupied(mut entry) => entry.get_mut().push_deletion(),
Entry::Vacant(entry) => {
entry.insert(PayloadOperations::new_deletion(method, docid, is_new));
}
}
}
Some(payload_operations) => match new_docids_version_offsets.entry(external_id) {
Entry::Occupied(mut entry) => entry.get_mut().push_deletion(),
Entry::Vacant(entry) => {
entry.insert(PayloadOperations::new_deletion(
method,
payload_operations.docid,
payload_operations.is_new,
));
}
},
}
document_count += 1;
}
(0, document_count, Ok(new_docids_version_offsets))
}
fn merge_version_offsets<'s, 'pl>(
main: &mut hashbrown::HashMap<&'s str, PayloadOperations<'pl>>,
new: hashbrown::HashMap<&'s str, PayloadOperations<'pl>>,
) {
// We cannot swap like nothing because documents
// operations must be in the right order.
if main.is_empty() {
return *main = new;
}
for (key, new_payload) in new {
match main.entry(key) {
Entry::Occupied(mut entry) => entry.get_mut().append_operations(new_payload.operations),
Entry::Vacant(entry) => {
entry.insert(new_payload);
}
}
}
}
impl<'pl> DocumentChanges<'pl> for DocumentOperationChanges<'pl> {
type Item = (&'pl str, ((u32, bool), &'pl [InnerDocOp<'pl>]));
type Item = (&'pl str, PayloadOperations<'pl>);
fn iter(
&self,
@ -225,21 +293,14 @@ impl<'pl> DocumentChanges<'pl> for DocumentOperationChanges<'pl> {
where
'pl: 'doc,
{
let document_merge_function = match self.index_documents_method {
Idm::ReplaceDocuments => MergeDocumentForReplacement::merge,
Idm::UpdateDocuments => MergeDocumentForUpdates::merge,
};
let (external_doc, ((internal_docid, is_new), operations)) = *item;
let change = document_merge_function(
internal_docid,
let (external_doc, payload_operations) = item;
payload_operations.merge_method.merge(
payload_operations.docid,
external_doc,
is_new,
payload_operations.is_new,
&context.doc_alloc,
operations,
)?;
Ok(change)
&payload_operations.operations[..],
)
}
fn len(&self) -> usize {
@ -247,14 +308,92 @@ impl<'pl> DocumentChanges<'pl> for DocumentOperationChanges<'pl> {
}
}
pub struct DocumentOperationChanges<'pl> {
docids_version_offsets: &'pl [(&'pl str, PayloadOperations<'pl>)],
}
pub enum Payload<'pl> {
Addition(&'pl [u8]),
Deletion(&'pl [&'pl str]),
}
pub struct PayloadStats {
pub bytes: u64,
pub document_count: u64,
pub error: Option<UserError>,
}
pub struct PayloadOperations<'pl> {
/// The internal document id of the document.
pub docid: DocumentId,
/// Wether this document is not in the current database (visible by the rtxn).
pub is_new: bool,
/// The operations to perform, in order, on this document.
pub operations: Vec<InnerDocOp<'pl>>,
/// The merge method we are using to merge payloads and documents.
merge_method: MergeMethod,
}
impl<'pl> PayloadOperations<'pl> {
fn new_deletion(merge_method: MergeMethod, docid: DocumentId, is_new: bool) -> Self {
Self { docid, is_new, operations: vec![InnerDocOp::Deletion], merge_method }
}
fn new_addition(
merge_method: MergeMethod,
docid: DocumentId,
is_new: bool,
offset: DocumentOffset<'pl>,
) -> Self {
Self { docid, is_new, operations: vec![InnerDocOp::Addition(offset)], merge_method }
}
}
impl<'pl> PayloadOperations<'pl> {
fn push_addition(&mut self, offset: DocumentOffset<'pl>) {
if self.merge_method.useless_previous_changes() {
self.operations.clear();
}
self.operations.push(InnerDocOp::Addition(offset))
}
fn push_deletion(&mut self) {
self.operations.clear();
self.operations.push(InnerDocOp::Deletion);
}
fn append_operations(&mut self, mut operations: Vec<InnerDocOp<'pl>>) {
debug_assert!(!operations.is_empty());
if self.merge_method.useless_previous_changes() {
self.operations.clear();
}
self.operations.append(&mut operations);
}
}
#[derive(Clone)]
pub enum InnerDocOp<'pl> {
Addition(DocumentOffset<'pl>),
Deletion,
}
/// Represents an offset where a document lives
/// in an mmapped grenad reader file.
#[derive(Clone)]
pub struct DocumentOffset<'pl> {
/// The mmapped payload files.
pub content: &'pl [u8],
}
trait MergeChanges {
/// Whether the payloads in the list of operations are useless or not.
const USELESS_PREVIOUS_CHANGES: bool;
fn useless_previous_changes(&self) -> bool;
/// Returns a key that is used to order the payloads the right way.
fn sort_key(docops: &[InnerDocOp]) -> usize;
fn sort_key(&self, docops: &[InnerDocOp]) -> usize;
fn merge<'doc>(
&self,
docid: DocumentId,
external_docid: &'doc str,
is_new: bool,
@ -263,13 +402,69 @@ trait MergeChanges {
) -> Result<Option<DocumentChange<'doc>>>;
}
#[derive(Debug, Clone, Copy)]
enum MergeMethod {
ForReplacement(MergeDocumentForReplacement),
ForUpdates(MergeDocumentForUpdates),
}
impl MergeChanges for MergeMethod {
fn useless_previous_changes(&self) -> bool {
match self {
MergeMethod::ForReplacement(merge) => merge.useless_previous_changes(),
MergeMethod::ForUpdates(merge) => merge.useless_previous_changes(),
}
}
fn sort_key(&self, docops: &[InnerDocOp]) -> usize {
match self {
MergeMethod::ForReplacement(merge) => merge.sort_key(docops),
MergeMethod::ForUpdates(merge) => merge.sort_key(docops),
}
}
fn merge<'doc>(
&self,
docid: DocumentId,
external_docid: &'doc str,
is_new: bool,
doc_alloc: &'doc Bump,
operations: &'doc [InnerDocOp],
) -> Result<Option<DocumentChange<'doc>>> {
match self {
MergeMethod::ForReplacement(merge) => {
merge.merge(docid, external_docid, is_new, doc_alloc, operations)
}
MergeMethod::ForUpdates(merge) => {
merge.merge(docid, external_docid, is_new, doc_alloc, operations)
}
}
}
}
impl From<IndexDocumentsMethod> for MergeMethod {
fn from(method: IndexDocumentsMethod) -> Self {
match method {
IndexDocumentsMethod::ReplaceDocuments => {
MergeMethod::ForReplacement(MergeDocumentForReplacement)
}
IndexDocumentsMethod::UpdateDocuments => {
MergeMethod::ForUpdates(MergeDocumentForUpdates)
}
}
}
}
#[derive(Debug, Clone, Copy)]
struct MergeDocumentForReplacement;
impl MergeChanges for MergeDocumentForReplacement {
const USELESS_PREVIOUS_CHANGES: bool = true;
fn useless_previous_changes(&self) -> bool {
true
}
/// Reorders to read only the last change.
fn sort_key(docops: &[InnerDocOp]) -> usize {
fn sort_key(&self, docops: &[InnerDocOp]) -> usize {
let f = |ido: &_| match ido {
InnerDocOp::Addition(add) => Some(add.content.as_ptr() as usize),
InnerDocOp::Deletion => None,
@ -281,6 +476,7 @@ impl MergeChanges for MergeDocumentForReplacement {
///
/// This function is only meant to be used when doing a replacement and not an update.
fn merge<'doc>(
&self,
docid: DocumentId,
external_doc: &'doc str,
is_new: bool,
@ -321,13 +517,16 @@ impl MergeChanges for MergeDocumentForReplacement {
}
}
#[derive(Debug, Clone, Copy)]
struct MergeDocumentForUpdates;
impl MergeChanges for MergeDocumentForUpdates {
const USELESS_PREVIOUS_CHANGES: bool = false;
fn useless_previous_changes(&self) -> bool {
false
}
/// Reorders to read the first changes first so that it's faster to read the first one and then the rest.
fn sort_key(docops: &[InnerDocOp]) -> usize {
fn sort_key(&self, docops: &[InnerDocOp]) -> usize {
let f = |ido: &_| match ido {
InnerDocOp::Addition(add) => Some(add.content.as_ptr() as usize),
InnerDocOp::Deletion => None,
@ -340,6 +539,7 @@ impl MergeChanges for MergeDocumentForUpdates {
///
/// This function is only meant to be used when doing an update and not a replacement.
fn merge<'doc>(
&self,
docid: DocumentId,
external_docid: &'doc str,
is_new: bool,

2
crates/milli/src/update/new/indexer/mod.rs
View File

@ -5,7 +5,7 @@ use std::thread::{self, Builder};
use big_s::S;
use document_changes::{extract, DocumentChanges, IndexingContext, Progress, ThreadLocal};
pub use document_deletion::DocumentDeletion;
pub use document_operation::DocumentOperation;
pub use document_operation::{DocumentOperation, PayloadStats};
use hashbrown::HashMap;
use heed::types::{Bytes, DecodeIgnore, Str};
use heed::{RoTxn, RwTxn};