MeiliSearch/milli/src/update/facet/incremental.rs

1267 lines
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use std::fs::File;
use std::io::BufReader;
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use grenad::Merger;
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use heed::types::{Bytes, DecodeIgnore};
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use heed::{BytesDecode, Error, RoTxn, RwTxn};
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use obkv::KvReader;
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use roaring::RoaringBitmap;
use crate::facet::FacetType;
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use crate::heed_codec::facet::{
FacetGroupKey, FacetGroupKeyCodec, FacetGroupValue, FacetGroupValueCodec,
};
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use crate::heed_codec::BytesRefCodec;
use crate::search::facet::get_highest_level;
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use crate::update::del_add::DelAdd;
use crate::update::index_documents::valid_lmdb_key;
use crate::update::MergeFn;
use crate::{CboRoaringBitmapCodec, Index, Result};
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/// Enum used as a return value for the facet incremental indexing.
///
/// - `ModificationResult::InPlace` means that modifying the `facet_value` into the `level` did not have
/// an effect on the number of keys in that level. Therefore, it did not increase the number of children
/// of the parent node.
///
/// - `ModificationResult::Insert` means that modifying the `facet_value` into the `level` resulted
/// in the addition of a new key in that level, and that therefore the number of children
/// of the parent node should be incremented.
///
/// - `ModificationResult::Remove` means that modifying the `facet_value` into the `level` resulted in a change in the
/// number of keys in the level. For example, removing a document id from the facet value `3` could
/// cause it to have no corresponding document in level 0 anymore, and therefore the key was deleted
/// entirely. In that case, `ModificationResult::Remove` is returned. The parent of the deleted key must
/// then adjust its group size. If its group size falls to 0, then it will need to be deleted as well.
///
/// - `ModificationResult::Reduce/Expand` means that modifying the `facet_value` into the `level` resulted in a change in the
/// bounds of the keys of the level. For example, removing a document id from the facet value
/// `3` might have caused the facet value `3` to have no corresponding document in level 0. Therefore,
/// in level 1, the key with the left bound `3` had to be changed to the next facet value (e.g. 4).
/// In that case `ModificationResult::Reduce` is returned. The parent of the reduced key may need to adjust
/// its left bound as well.
///
/// - `ModificationResult::Nothing` means that modifying the `facet_value` didn't have any impact into the `level`.
/// This case is reachable when a document id is removed from a sub-level node but is still present in another one.
/// For example, removing `2` from a document containing `2` and `3`, the document id will removed form the `level 0` but should remain in the group node [1..4] in `level 1`.
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enum ModificationResult {
InPlace,
Expand,
Insert,
Reduce { next: Option<Vec<u8>> },
Remove { next: Option<Vec<u8>> },
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Nothing,
}
/// Algorithm to incrementally insert and delete elememts into the
/// `facet_id_(string/f64)_docids` databases.
pub struct FacetsUpdateIncremental {
inner: FacetsUpdateIncrementalInner,
delta_data: Merger<BufReader<File>, MergeFn>,
}
impl FacetsUpdateIncremental {
pub fn new(
index: &Index,
facet_type: FacetType,
delta_data: Merger<BufReader<File>, MergeFn>,
group_size: u8,
min_level_size: u8,
max_group_size: u8,
) -> Self {
FacetsUpdateIncremental {
inner: FacetsUpdateIncrementalInner {
db: match facet_type {
FacetType::String => index
.facet_id_string_docids
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.remap_key_type::<FacetGroupKeyCodec<BytesRefCodec>>(),
FacetType::Number => index
.facet_id_f64_docids
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.remap_key_type::<FacetGroupKeyCodec<BytesRefCodec>>(),
},
group_size,
max_group_size,
min_level_size,
},
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delta_data,
}
}
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#[tracing::instrument(level = "trace", skip_all, target = "indexing::facets::incremental")]
pub fn execute(self, wtxn: &mut RwTxn<'_>) -> crate::Result<()> {
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let mut current_field_id = None;
let mut facet_level_may_be_updated = false;
let mut iter = self.delta_data.into_stream_merger_iter()?;
while let Some((key, value)) = iter.next()? {
if !valid_lmdb_key(key) {
continue;
}
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let key = FacetGroupKeyCodec::<BytesRefCodec>::bytes_decode(key)
.map_err(heed::Error::Encoding)?;
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if facet_level_may_be_updated
&& current_field_id.map_or(false, |fid| fid != key.field_id)
{
// Only add or remove a level after making all the field modifications.
self.inner.add_or_delete_level(wtxn, current_field_id.unwrap())?;
facet_level_may_be_updated = false;
}
current_field_id = Some(key.field_id);
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let value = KvReader::new(value);
let docids_to_delete = value
.get(DelAdd::Deletion)
.map(CboRoaringBitmapCodec::bytes_decode)
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.map(|o| o.map_err(heed::Error::Encoding))
.transpose()?;
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let docids_to_add = value
.get(DelAdd::Addition)
.map(CboRoaringBitmapCodec::bytes_decode)
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.map(|o| o.map_err(heed::Error::Encoding))
.transpose()?;
let level_size_changed = self.inner.modify(
wtxn,
key.field_id,
key.left_bound,
docids_to_add.as_ref(),
docids_to_delete.as_ref(),
)?;
if level_size_changed {
// if a node has been added or removed from the highest level,
// we may have to update the facet level.
facet_level_may_be_updated = true;
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}
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}
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if let Some(field_id) = current_field_id {
if facet_level_may_be_updated {
self.inner.add_or_delete_level(wtxn, field_id)?;
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}
}
Ok(())
}
}
/// Implementation of `FacetsUpdateIncremental` that is independent of milli's `Index` type
pub struct FacetsUpdateIncrementalInner {
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pub db: heed::Database<FacetGroupKeyCodec<BytesRefCodec>, FacetGroupValueCodec>,
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pub group_size: u8,
pub min_level_size: u8,
pub max_group_size: u8,
}
impl FacetsUpdateIncrementalInner {
/// Find the `FacetGroupKey`/`FacetGroupValue` in the database that
/// should be used to insert the new `facet_value` for the given `field_id` and `level`
/// where `level` must be strictly greater than 0.
///
/// For example, when inserting the facet value `4`, there are two possibilities:
///
/// 1. We find a key whose lower bound is 3 followed by a key whose lower bound is 6. Therefore,
/// we know that the implicit range of the first key is 3..6, which contains 4.
/// So the new facet value belongs in that first key/value pair.
///
/// 2. The first key of the level has a lower bound of `5`. We return this key/value pair
/// but will need to change the lowerbound of this key to `4` in order to insert this facet value.
fn find_insertion_key_value(
&self,
field_id: u16,
level: u8,
facet_value: &[u8],
txn: &RoTxn<'_>,
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) -> Result<(FacetGroupKey<Vec<u8>>, FacetGroupValue)> {
assert!(level > 0);
match self.db.get_lower_than_or_equal_to(
txn,
&FacetGroupKey { field_id, level, left_bound: facet_value },
)? {
Some((key, value)) => {
if key.level != level {
let mut prefix = vec![];
prefix.extend_from_slice(&field_id.to_be_bytes());
prefix.push(level);
let mut iter = self
.db
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.remap_types::<Bytes, FacetGroupValueCodec>()
.prefix_iter(txn, prefix.as_slice())?;
let (key_bytes, value) = iter.next().unwrap()?;
Ok((
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FacetGroupKeyCodec::<BytesRefCodec>::bytes_decode(key_bytes)
.map_err(Error::Encoding)?
.into_owned(),
value,
))
} else {
Ok((key.into_owned(), value))
}
}
None => {
// We checked that the level is > 0
// Since all keys of level 1 are greater than those of level 0,
// we are guaranteed that db.get_lower_than_or_equal_to(key) exists
panic!()
}
}
}
/// Insert the given facet value and corresponding document ids in the level 0 of the database
///
/// ## Return
/// See documentation of `insert_in_level`
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fn modify_in_level_0(
&self,
txn: &mut RwTxn<'_>,
field_id: u16,
facet_value: &[u8],
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add_docids: Option<&RoaringBitmap>,
del_docids: Option<&RoaringBitmap>,
) -> Result<ModificationResult> {
let key = FacetGroupKey { field_id, level: 0, left_bound: facet_value };
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let old_value = self.db.get(txn, &key)?;
match (old_value, add_docids, del_docids) {
// Addition + deletion on an existing value
(Some(FacetGroupValue { bitmap, .. }), Some(add_docids), Some(del_docids)) => {
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let value = FacetGroupValue { bitmap: (bitmap - del_docids) | add_docids, size: 1 };
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self.db.put(txn, &key, &value)?;
Ok(ModificationResult::InPlace)
}
// Addition on an existing value
(Some(FacetGroupValue { bitmap, .. }), Some(add_docids), None) => {
let value = FacetGroupValue { bitmap: bitmap | add_docids, size: 1 };
self.db.put(txn, &key, &value)?;
Ok(ModificationResult::InPlace)
}
// Addition of a new value (ignore deletion)
(None, Some(add_docids), _) => {
let value = FacetGroupValue { bitmap: add_docids.clone(), size: 1 };
self.db.put(txn, &key, &value)?;
Ok(ModificationResult::Insert)
}
// Deletion on an existing value, fully delete the key if the resulted value is empty.
(Some(FacetGroupValue { mut bitmap, .. }), None, Some(del_docids)) => {
bitmap -= del_docids;
if bitmap.is_empty() {
// Full deletion
let mut next_key = None;
if let Some((next, _)) =
self.db.remap_data_type::<DecodeIgnore>().get_greater_than(txn, &key)?
{
if next.field_id == field_id && next.level == 0 {
next_key = Some(next.left_bound.to_vec());
}
}
self.db.delete(txn, &key)?;
Ok(ModificationResult::Remove { next: next_key })
} else {
// Partial deletion
let value = FacetGroupValue { bitmap, size: 1 };
self.db.put(txn, &key, &value)?;
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Ok(ModificationResult::InPlace)
}
}
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// Otherwise do nothing (None + no addition + deletion == Some + no addition + no deletion == Nothing),
// may be unreachable at some point.
(None, None, _) | (Some(_), None, None) => Ok(ModificationResult::Nothing),
}
}
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/// Split a level node into two balanced nodes.
///
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/// # Return
/// Returns `ModificationResult::Insert` if the split is successful.
fn split_group(
&self,
txn: &mut RwTxn<'_>,
field_id: u16,
level: u8,
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insertion_key: FacetGroupKey<Vec<u8>>,
insertion_value: FacetGroupValue,
) -> Result<ModificationResult> {
let size_left = insertion_value.size / 2;
let size_right = insertion_value.size - size_left;
let level_below = level - 1;
let start_key = FacetGroupKey {
field_id,
level: level_below,
left_bound: insertion_key.left_bound.as_slice(),
};
let mut iter =
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self.db.range(txn, &(start_key..))?.take((size_left as usize) + (size_right as usize));
let group_left = {
let mut values_left = RoaringBitmap::new();
let mut i = 0;
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for next in iter.by_ref() {
let (_key, value) = next?;
i += 1;
values_left |= &value.bitmap;
if i == size_left {
break;
}
}
let key =
FacetGroupKey { field_id, level, left_bound: insertion_key.left_bound.clone() };
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let value = FacetGroupValue { size: size_left, bitmap: values_left };
(key, value)
};
let group_right = {
let (
FacetGroupKey { left_bound: right_left_bound, .. },
FacetGroupValue { bitmap: mut values_right, .. },
) = iter.next().unwrap()?;
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for next in iter.by_ref() {
let (_, value) = next?;
values_right |= &value.bitmap;
}
let key = FacetGroupKey { field_id, level, left_bound: right_left_bound.to_vec() };
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let value = FacetGroupValue { size: size_right, bitmap: values_right };
(key, value)
};
drop(iter);
let _ = self.db.delete(txn, &insertion_key.as_ref())?;
self.db.put(txn, &group_left.0.as_ref(), &group_left.1)?;
self.db.put(txn, &group_right.0.as_ref(), &group_right.1)?;
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Ok(ModificationResult::Insert)
}
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/// Remove the docids still present in the related sub-level nodes from the del_docids.
///
/// This process is needed to avoid removing docids from a group node where the docid is present in several sub-nodes.
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fn trim_del_docids<'a>(
&self,
txn: &mut RwTxn<'_>,
field_id: u16,
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level: u8,
insertion_key: &FacetGroupKey<Vec<u8>>,
insertion_value_size: usize,
del_docids: &'a RoaringBitmap,
) -> Result<std::borrow::Cow<'a, RoaringBitmap>> {
let level_below = level - 1;
let start_key = FacetGroupKey {
field_id,
level: level_below,
left_bound: insertion_key.left_bound.as_slice(),
};
let mut del_docids = std::borrow::Cow::Borrowed(del_docids);
let iter = self.db.range(txn, &(start_key..))?.take(insertion_value_size);
for next in iter {
let (_, value) = next?;
// if a sublevel bitmap as common docids with del_docids,
// then these docids shouldn't be removed and so, remove them from the deletion list.
if !value.bitmap.is_disjoint(&del_docids) {
*del_docids.to_mut() -= value.bitmap;
}
}
Ok(del_docids)
}
/// Modify the given facet value and corresponding document ids in all the levels of the database up to the given `level`.
/// This function works recursively.
///
/// ## Return
/// Returns the effect of modifying the facet value to the database on the given `level`.
///
fn modify_in_level(
&self,
txn: &mut RwTxn<'_>,
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field_id: u16,
level: u8,
facet_value: &[u8],
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add_docids: Option<&RoaringBitmap>,
del_docids: Option<&RoaringBitmap>,
) -> Result<ModificationResult> {
if level == 0 {
return self.modify_in_level_0(txn, field_id, facet_value, add_docids, del_docids);
}
let result =
self.modify_in_level(txn, field_id, level - 1, facet_value, add_docids, del_docids)?;
// level below inserted an element
if let ModificationResult::Nothing = result {
// if the previous level has not been modified,
// early return ModificationResult::Nothing.
return Ok(ModificationResult::Nothing);
}
let (insertion_key, insertion_value) =
self.find_insertion_key_value(field_id, level, facet_value, txn)?;
let insertion_value_size = insertion_value.size as usize;
let mut insertion_value_was_modified = false;
let mut updated_value = insertion_value;
if let ModificationResult::Insert = result {
// if a key has been inserted in the sub-level raise the value size.
updated_value.size += 1;
insertion_value_was_modified = true;
} else if let ModificationResult::Remove { .. } = result {
if updated_value.size <= 1 {
// if the only remaining node is the one to delete,
// delete the key instead and early return.
let is_deleted = self.db.delete(txn, &insertion_key.as_ref())?;
assert!(is_deleted);
return Ok(result);
} else {
// Reduce the value size
updated_value.size -= 1;
insertion_value_was_modified = true;
}
}
let (insertion_key, insertion_key_modification) =
if let ModificationResult::InPlace = result {
(insertion_key, ModificationResult::InPlace)
} else {
// Inserting or deleting the facet value in the level below resulted in the creation
// of a new key. Therefore, it may be the case that we need to modify the left bound of the
// insertion key (see documentation of `find_insertion_key_value` for an example of when that
// could happen).
let mut new_insertion_key = insertion_key.clone();
let mut key_modification = ModificationResult::InPlace;
if let ModificationResult::Remove { next } | ModificationResult::Reduce { next } =
result
{
// if the deleted facet_value is the left_bound of the current node,
// the left_bound should be updated reducing the current node.
let reduced_range = facet_value == insertion_key.left_bound;
if reduced_range {
new_insertion_key.left_bound = next.clone().unwrap();
key_modification = ModificationResult::Reduce { next };
}
} else if facet_value < insertion_key.left_bound.as_slice() {
// if the added facet_value is the under the left_bound of the current node,
// the left_bound should be updated expanding the current node.
new_insertion_key.left_bound = facet_value.to_vec();
key_modification = ModificationResult::Expand;
}
if matches!(
key_modification,
ModificationResult::Expand | ModificationResult::Reduce { .. }
) {
// if the node should be updated, delete it, it will be recreated using a new key later.
let is_deleted = self.db.delete(txn, &insertion_key.as_ref())?;
assert!(is_deleted);
}
(new_insertion_key, key_modification)
};
if updated_value.size < self.max_group_size {
// If there are docids to delete, trim them avoiding unexpected removal.
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if let Some(del_docids) = del_docids
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.map(|ids| {
self.trim_del_docids(
txn,
field_id,
level,
&insertion_key,
insertion_value_size,
ids,
)
})
.transpose()?
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.filter(|ids| !ids.is_empty())
{
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updated_value.bitmap -= &*del_docids;
insertion_value_was_modified = true;
}
if let Some(add_docids) = add_docids {
updated_value.bitmap |= add_docids;
insertion_value_was_modified = true;
}
if insertion_value_was_modified
|| matches!(
insertion_key_modification,
ModificationResult::Expand | ModificationResult::Reduce { .. }
)
{
// if any modification occurred, insert it in the database.
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self.db.put(txn, &insertion_key.as_ref(), &updated_value)?;
Ok(insertion_key_modification)
} else {
// this case is reachable when a docid is removed from a sub-level node but is still present in another one.
// For instance, a document containing 2 and 3, if 2 is removed, the docid should remain in the group node [1..4].
Ok(ModificationResult::Nothing)
}
} else {
// We've increased the group size of the value and realised it has become greater than or equal to `max_group_size`
// Therefore it must be split into two nodes.
self.split_group(txn, field_id, level, insertion_key, updated_value)
}
}
/// Modify the given facet value and corresponding document ids in the database.
/// If no more document ids correspond to the facet value, delete it completely.
///
/// ## Return
/// Returns `true` if some tree-nodes of the highest level have been removed or added implying a potential
/// addition or deletion of a facet level.
/// Otherwise returns `false` if the tree-nodes have been modified in place.
pub fn modify(
&self,
txn: &mut RwTxn<'_>,
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field_id: u16,
facet_value: &[u8],
add_docids: Option<&RoaringBitmap>,
del_docids: Option<&RoaringBitmap>,
) -> Result<bool> {
if add_docids.map_or(true, RoaringBitmap::is_empty)
&& del_docids.map_or(true, RoaringBitmap::is_empty)
{
return Ok(false);
}
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let highest_level = get_highest_level(txn, self.db, field_id)?;
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let result = self.modify_in_level(
txn,
field_id,
highest_level,
facet_value,
add_docids,
del_docids,
)?;
match result {
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ModificationResult::InPlace
| ModificationResult::Expand
| ModificationResult::Nothing
| ModificationResult::Reduce { .. } => Ok(false),
ModificationResult::Insert | ModificationResult::Remove { .. } => Ok(true),
}
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}
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/// Check whether the highest level has exceeded `min_level_size` * `self.group_size`.
/// If it has, we must build an addition level above it.
/// Then check whether the highest level is under `min_level_size`.
/// If it has, we must remove the complete level.
pub(crate) fn add_or_delete_level(&self, txn: &mut RwTxn<'_>, field_id: u16) -> Result<()> {
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let highest_level = get_highest_level(txn, self.db, field_id)?;
let mut highest_level_prefix = vec![];
highest_level_prefix.extend_from_slice(&field_id.to_be_bytes());
highest_level_prefix.push(highest_level);
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let size_highest_level =
self.db.remap_types::<Bytes, Bytes>().prefix_iter(txn, &highest_level_prefix)?.count();
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if size_highest_level >= self.group_size as usize * self.min_level_size as usize {
self.add_level(txn, field_id, highest_level, &highest_level_prefix, size_highest_level)
} else if size_highest_level < self.min_level_size as usize && highest_level != 0 {
self.delete_level(txn, &highest_level_prefix)
} else {
Ok(())
}
}
/// Delete a level.
fn delete_level(&self, txn: &mut RwTxn<'_>, highest_level_prefix: &[u8]) -> Result<()> {
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let mut to_delete = vec![];
let mut iter =
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self.db.remap_types::<Bytes, Bytes>().prefix_iter(txn, highest_level_prefix)?;
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for el in iter.by_ref() {
let (k, _) = el?;
to_delete.push(
FacetGroupKeyCodec::<BytesRefCodec>::bytes_decode(k)
.map_err(Error::Encoding)?
.into_owned(),
);
}
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drop(iter);
for k in to_delete {
self.db.delete(txn, &k.as_ref())?;
}
Ok(())
}
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/// Build an additional level for the field id.
fn add_level(
&self,
txn: &mut RwTxn<'_>,
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field_id: u16,
highest_level: u8,
highest_level_prefix: &[u8],
size_highest_level: usize,
) -> Result<()> {
let mut groups_iter = self
.db
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.remap_types::<Bytes, FacetGroupValueCodec>()
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.prefix_iter(txn, highest_level_prefix)?;
let nbr_new_groups = size_highest_level / self.group_size as usize;
let nbr_leftover_elements = size_highest_level % self.group_size as usize;
let mut to_add = vec![];
for _ in 0..nbr_new_groups {
let mut first_key = None;
let mut values = RoaringBitmap::new();
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for _ in 0..self.group_size {
let (key_bytes, value_i) = groups_iter.next().unwrap()?;
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let key_i = FacetGroupKeyCodec::<BytesRefCodec>::bytes_decode(key_bytes)
.map_err(Error::Encoding)?;
if first_key.is_none() {
first_key = Some(key_i);
}
values |= value_i.bitmap;
}
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let key = FacetGroupKey {
field_id,
level: highest_level + 1,
left_bound: first_key.unwrap().left_bound,
};
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let value = FacetGroupValue { size: self.group_size, bitmap: values };
to_add.push((key.into_owned(), value));
}
// now we add the rest of the level, in case its size is > group_size * min_level_size
// this can indeed happen if the min_level_size parameter changes between two calls to `insert`
if nbr_leftover_elements > 0 {
let mut first_key = None;
let mut values = RoaringBitmap::new();
for _ in 0..nbr_leftover_elements {
let (key_bytes, value_i) = groups_iter.next().unwrap()?;
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let key_i = FacetGroupKeyCodec::<BytesRefCodec>::bytes_decode(key_bytes)
.map_err(Error::Encoding)?;
if first_key.is_none() {
first_key = Some(key_i);
}
values |= value_i.bitmap;
}
let key = FacetGroupKey {
field_id,
level: highest_level + 1,
left_bound: first_key.unwrap().left_bound,
};
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// Note: nbr_leftover_elements can be casted to a u8 since it is bounded by `max_group_size`
// when it is created above.
let value = FacetGroupValue { size: nbr_leftover_elements as u8, bitmap: values };
to_add.push((key.into_owned(), value));
}
drop(groups_iter);
for (key, value) in to_add {
self.db.put(txn, &key.as_ref(), &value)?;
}
Ok(())
}
}
impl<'a> FacetGroupKey<&'a [u8]> {
pub fn into_owned(self) -> FacetGroupKey<Vec<u8>> {
FacetGroupKey {
field_id: self.field_id,
level: self.level,
left_bound: self.left_bound.to_vec(),
}
}
}
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impl FacetGroupKey<Vec<u8>> {
pub fn as_ref(&self) -> FacetGroupKey<&[u8]> {
FacetGroupKey {
field_id: self.field_id,
level: self.level,
left_bound: self.left_bound.as_slice(),
}
}
}
#[cfg(test)]
mod tests {
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use rand::seq::SliceRandom;
use rand::{Rng, SeedableRng};
use roaring::RoaringBitmap;
use crate::heed_codec::facet::OrderedF64Codec;
use crate::heed_codec::StrRefCodec;
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use crate::milli_snap;
use crate::update::facet::test_helpers::FacetIndex;
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#[test]
fn append() {
let index = FacetIndex::<OrderedF64Codec>::new(4, 8, 5);
for i in 0..256u16 {
let mut bitmap = RoaringBitmap::new();
bitmap.insert(i as u32);
let mut txn = index.env.write_txn().unwrap();
index.insert(&mut txn, 0, &(i as f64), &bitmap);
txn.commit().unwrap();
}
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let txn = index.env.read_txn().unwrap();
index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
milli_snap!(format!("{index}"));
}
#[test]
fn many_field_ids_append() {
let index = FacetIndex::<OrderedF64Codec>::new(4, 8, 5);
for i in 0..256u16 {
let mut bitmap = RoaringBitmap::new();
bitmap.insert(i as u32);
let mut txn = index.env.write_txn().unwrap();
index.insert(&mut txn, 0, &(i as f64), &bitmap);
txn.commit().unwrap();
}
for i in 0..256u16 {
let mut bitmap = RoaringBitmap::new();
bitmap.insert(i as u32);
let mut txn = index.env.write_txn().unwrap();
index.insert(&mut txn, 2, &(i as f64), &bitmap);
txn.commit().unwrap();
}
for i in 0..256u16 {
let mut bitmap = RoaringBitmap::new();
bitmap.insert(i as u32);
let mut txn = index.env.write_txn().unwrap();
index.insert(&mut txn, 1, &(i as f64), &bitmap);
txn.commit().unwrap();
}
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let txn = index.env.read_txn().unwrap();
index.verify_structure_validity(&txn, 0);
index.verify_structure_validity(&txn, 1);
index.verify_structure_validity(&txn, 2);
txn.commit().unwrap();
milli_snap!(format!("{index}"));
}
#[test]
fn many_field_ids_prepend() {
let index = FacetIndex::<OrderedF64Codec>::new(4, 8, 5);
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for i in (0..256).rev() {
let mut bitmap = RoaringBitmap::new();
bitmap.insert(i as u32);
let mut txn = index.env.write_txn().unwrap();
index.insert(&mut txn, 0, &(i as f64), &bitmap);
txn.commit().unwrap();
}
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for i in (0..256).rev() {
let mut bitmap = RoaringBitmap::new();
bitmap.insert(i as u32);
let mut txn = index.env.write_txn().unwrap();
index.insert(&mut txn, 2, &(i as f64), &bitmap);
txn.commit().unwrap();
}
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for i in (0..256).rev() {
let mut bitmap = RoaringBitmap::new();
bitmap.insert(i as u32);
let mut txn = index.env.write_txn().unwrap();
index.insert(&mut txn, 1, &(i as f64), &bitmap);
txn.commit().unwrap();
}
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let txn = index.env.read_txn().unwrap();
index.verify_structure_validity(&txn, 0);
index.verify_structure_validity(&txn, 1);
index.verify_structure_validity(&txn, 2);
txn.commit().unwrap();
milli_snap!(format!("{index}"));
}
#[test]
fn prepend() {
let index = FacetIndex::<OrderedF64Codec>::new(4, 8, 5);
let mut txn = index.env.write_txn().unwrap();
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for i in (0..256).rev() {
let mut bitmap = RoaringBitmap::new();
bitmap.insert(i);
index.insert(&mut txn, 0, &(i as f64), &bitmap);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
milli_snap!(format!("{index}"));
}
#[test]
fn shuffled() {
let index = FacetIndex::<OrderedF64Codec>::new(4, 8, 5);
let mut txn = index.env.write_txn().unwrap();
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let mut keys = (0..256).collect::<Vec<_>>();
let mut rng = rand::rngs::SmallRng::from_seed([0; 32]);
keys.shuffle(&mut rng);
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for key in keys {
let mut bitmap = RoaringBitmap::new();
bitmap.insert(key);
index.insert(&mut txn, 0, &(key as f64), &bitmap);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
milli_snap!(format!("{index}"));
}
#[test]
fn merge_values() {
let index = FacetIndex::<OrderedF64Codec>::new(4, 8, 5);
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let mut txn = index.env.write_txn().unwrap();
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let mut keys = (0..256).collect::<Vec<_>>();
let mut rng = rand::rngs::SmallRng::from_seed([0; 32]);
keys.shuffle(&mut rng);
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for key in keys {
let mut bitmap = RoaringBitmap::new();
bitmap.insert(key);
bitmap.insert(rng.gen_range(256..512));
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index.verify_structure_validity(&txn, 0);
index.insert(&mut txn, 0, &(key as f64), &bitmap);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
milli_snap!(format!("{index}"));
}
#[test]
fn delete_from_end() {
let index = FacetIndex::<OrderedF64Codec>::new(4, 8, 5);
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let mut txn = index.env.write_txn().unwrap();
for i in 0..256 {
let mut bitmap = RoaringBitmap::new();
bitmap.insert(i);
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index.verify_structure_validity(&txn, 0);
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index.insert(&mut txn, 0, &(i as f64), &bitmap);
}
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for i in (200..256).rev() {
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index.verify_structure_validity(&txn, 0);
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index.delete_single_docid(&mut txn, 0, &(i as f64), i as u32);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
milli_snap!(format!("{index}"), 200);
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let mut txn = index.env.write_txn().unwrap();
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for i in (150..200).rev() {
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index.verify_structure_validity(&txn, 0);
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index.delete_single_docid(&mut txn, 0, &(i as f64), i as u32);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
milli_snap!(format!("{index}"), 150);
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let mut txn = index.env.write_txn().unwrap();
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for i in (100..150).rev() {
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index.verify_structure_validity(&txn, 0);
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index.delete_single_docid(&mut txn, 0, &(i as f64), i as u32);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
milli_snap!(format!("{index}"), 100);
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let mut txn = index.env.write_txn().unwrap();
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for i in (17..100).rev() {
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index.verify_structure_validity(&txn, 0);
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index.delete_single_docid(&mut txn, 0, &(i as f64), i as u32);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
milli_snap!(format!("{index}"), 17);
let mut txn = index.env.write_txn().unwrap();
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for i in (15..17).rev() {
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index.delete_single_docid(&mut txn, 0, &(i as f64), i as u32);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
milli_snap!(format!("{index}"), 15);
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let mut txn = index.env.write_txn().unwrap();
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for i in (0..15).rev() {
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index.verify_structure_validity(&txn, 0);
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index.delete_single_docid(&mut txn, 0, &(i as f64), i as u32);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
milli_snap!(format!("{index}"), 0);
}
#[test]
fn delete_from_start() {
let index = FacetIndex::<OrderedF64Codec>::new(4, 8, 5);
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let mut txn = index.env.write_txn().unwrap();
for i in 0..256 {
let mut bitmap = RoaringBitmap::new();
bitmap.insert(i);
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index.verify_structure_validity(&txn, 0);
index.insert(&mut txn, 0, &(i as f64), &bitmap);
}
for i in 0..128 {
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index.delete_single_docid(&mut txn, 0, &(i as f64), i as u32);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
milli_snap!(format!("{index}"), 127);
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let mut txn = index.env.write_txn().unwrap();
for i in 128..216 {
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index.verify_structure_validity(&txn, 0);
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index.delete_single_docid(&mut txn, 0, &(i as f64), i as u32);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
milli_snap!(format!("{index}"), 215);
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let mut txn = index.env.write_txn().unwrap();
for i in 216..256 {
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index.verify_structure_validity(&txn, 0);
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index.delete_single_docid(&mut txn, 0, &(i as f64), i as u32);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
milli_snap!(format!("{index}"), 255);
}
#[test]
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#[allow(clippy::needless_range_loop)]
fn delete_shuffled() {
let index = FacetIndex::<OrderedF64Codec>::new(4, 8, 5);
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let mut txn = index.env.write_txn().unwrap();
for i in 0..256 {
let mut bitmap = RoaringBitmap::new();
bitmap.insert(i);
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index.verify_structure_validity(&txn, 0);
index.insert(&mut txn, 0, &(i as f64), &bitmap);
}
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let mut keys = (0..256).collect::<Vec<_>>();
let mut rng = rand::rngs::SmallRng::from_seed([0; 32]);
keys.shuffle(&mut rng);
for i in 0..128 {
let key = keys[i];
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index.verify_structure_validity(&txn, 0);
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index.delete_single_docid(&mut txn, 0, &(key as f64), key as u32);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
milli_snap!(format!("{index}"), 127);
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let mut txn = index.env.write_txn().unwrap();
for i in 128..216 {
let key = keys[i];
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index.verify_structure_validity(&txn, 0);
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index.delete_single_docid(&mut txn, 0, &(key as f64), key as u32);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
let mut txn = index.env.write_txn().unwrap();
milli_snap!(format!("{index}"), 215);
for i in 216..256 {
let key = keys[i];
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index.verify_structure_validity(&txn, 0);
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index.delete_single_docid(&mut txn, 0, &(key as f64), key as u32);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
milli_snap!(format!("{index}"), 255);
}
#[test]
fn in_place_level0_insert() {
let index = FacetIndex::<OrderedF64Codec>::new(4, 8, 5);
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let mut txn = index.env.write_txn().unwrap();
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let mut keys = (0..16).collect::<Vec<_>>();
let mut rng = rand::rngs::SmallRng::from_seed([0; 32]);
keys.shuffle(&mut rng);
for i in 0..4 {
for &key in keys.iter() {
let mut bitmap = RoaringBitmap::new();
bitmap.insert(rng.gen_range(i * 256..(i + 1) * 256));
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index.verify_structure_validity(&txn, 0);
index.insert(&mut txn, 0, &(key as f64), &bitmap);
}
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
milli_snap!(format!("{index}"));
}
#[test]
fn in_place_level0_delete() {
let index = FacetIndex::<OrderedF64Codec>::new(4, 8, 5);
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let mut txn = index.env.write_txn().unwrap();
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let mut keys = (0..64).collect::<Vec<_>>();
let mut rng = rand::rngs::SmallRng::from_seed([0; 32]);
keys.shuffle(&mut rng);
for &key in keys.iter() {
let mut bitmap = RoaringBitmap::new();
bitmap.insert(key);
bitmap.insert(key + 100);
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index.verify_structure_validity(&txn, 0);
index.insert(&mut txn, 0, &(key as f64), &bitmap);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
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milli_snap!(format!("{index}"), "before_delete");
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let mut txn = index.env.write_txn().unwrap();
for &key in keys.iter() {
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index.verify_structure_validity(&txn, 0);
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index.delete_single_docid(&mut txn, 0, &(key as f64), key + 100);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
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milli_snap!(format!("{index}"), "after_delete");
}
#[test]
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fn shuffle_merge_string_and_delete() {
let index = FacetIndex::<StrRefCodec>::new(4, 8, 5);
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let mut txn = index.env.write_txn().unwrap();
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let mut keys = (1000..1064).collect::<Vec<_>>();
let mut rng = rand::rngs::SmallRng::from_seed([0; 32]);
keys.shuffle(&mut rng);
for &key in keys.iter() {
let mut bitmap = RoaringBitmap::new();
bitmap.insert(key);
bitmap.insert(key + 100);
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index.verify_structure_validity(&txn, 0);
index.insert(&mut txn, 0, &format!("{key:x}").as_str(), &bitmap);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
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milli_snap!(format!("{index}"), "before_delete");
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let mut txn = index.env.write_txn().unwrap();
for &key in keys.iter() {
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index.verify_structure_validity(&txn, 0);
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index.delete_single_docid(&mut txn, 0, &format!("{key:x}").as_str(), key + 100);
}
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index.verify_structure_validity(&txn, 0);
txn.commit().unwrap();
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milli_snap!(format!("{index}"), "after_delete");
}
}
// fuzz tests
#[cfg(all(test, fuzzing))]
/**
Fuzz test for the incremental indxer.
The fuzz test uses fuzzcheck, a coverage-guided fuzzer.
See https://github.com/loiclec/fuzzcheck-rs and https://fuzzcheck.neocities.org
for more information.
It is only run when using the `cargo fuzzcheck` command line tool, which can be installed with:
```sh
cargo install cargo-fuzzcheck
```
To start the fuzz test, run (from the base folder or from milli/):
```sh
cargo fuzzcheck update::facet::incremental::fuzz::fuzz
```
and wait a couple minutes to make sure the code was thoroughly tested, then
hit `Ctrl-C` to stop the fuzzer. The corpus generated by the fuzzer is located in milli/fuzz.
To work on this module with rust-analyzer working properly, add the following to your .cargo/config.toml file:
```toml
[build]
rustflags = ["--cfg", "fuzzing"]
```
The fuzz test generates sequences of additions and deletions to the facet database and
ensures that:
1. its structure is still internally valid
2. its content is the same as a trivially correct implementation of the same database
*/
mod fuzz {
use std::collections::{BTreeMap, HashMap};
use std::iter::FromIterator;
use std::rc::Rc;
use fuzzcheck::mutators::integer::U8Mutator;
use fuzzcheck::mutators::integer_within_range::{U16WithinRangeMutator, U8WithinRangeMutator};
use fuzzcheck::mutators::vector::VecMutator;
use fuzzcheck::DefaultMutator;
use roaring::RoaringBitmap;
use tempfile::TempDir;
use super::*;
use crate::update::facet::test_helpers::FacetIndex;
#[derive(Default)]
pub struct TrivialDatabase<T> {
pub elements: BTreeMap<u16, BTreeMap<T, RoaringBitmap>>,
}
impl<T> TrivialDatabase<T>
where
T: Ord + Clone + Eq + std::fmt::Debug,
{
#[no_coverage]
pub fn insert(&mut self, field_id: u16, new_key: &T, new_values: &RoaringBitmap) {
if new_values.is_empty() {
return;
}
let values_field_id = self.elements.entry(field_id).or_default();
let values = values_field_id.entry(new_key.clone()).or_default();
*values |= new_values;
}
#[no_coverage]
pub fn delete(&mut self, field_id: u16, key: &T, values_to_remove: &RoaringBitmap) {
if let Some(values_field_id) = self.elements.get_mut(&field_id) {
if let Some(values) = values_field_id.get_mut(&key) {
*values -= values_to_remove;
if values.is_empty() {
values_field_id.remove(&key);
}
}
if values_field_id.is_empty() {
self.elements.remove(&field_id);
}
}
}
}
#[derive(Clone, DefaultMutator, serde::Serialize, serde::Deserialize)]
struct Operation {
#[field_mutator(VecMutator<u8, U8Mutator> = { VecMutator::new(u8::default_mutator(), 0 ..= 5) })]
key: Vec<u8>,
#[field_mutator(U8WithinRangeMutator = { U8WithinRangeMutator::new(..32) })]
group_size: u8,
#[field_mutator(U8WithinRangeMutator = { U8WithinRangeMutator::new(..32) })]
max_group_size: u8,
#[field_mutator(U8WithinRangeMutator = { U8WithinRangeMutator::new(..32) })]
min_level_size: u8,
#[field_mutator(U16WithinRangeMutator = { U16WithinRangeMutator::new(..=3) })]
field_id: u16,
kind: OperationKind,
}
#[derive(Clone, DefaultMutator, serde::Serialize, serde::Deserialize)]
enum OperationKind {
Insert(
#[field_mutator(VecMutator<u8, U8Mutator> = { VecMutator::new(U8Mutator::default(), 0 ..= 10) })]
Vec<u8>,
),
Delete(
#[field_mutator(VecMutator<u8, U8Mutator> = { VecMutator::new(U8Mutator::default(), 0 ..= 10) })]
Vec<u8>,
),
}
#[no_coverage]
fn compare_with_trivial_database(tempdir: Rc<TempDir>, operations: &[Operation]) {
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let index = FacetIndex::<BytesRefCodec>::open_from_tempdir(tempdir, 4, 8, 5); // dummy params, they'll be overwritten
let mut txn = index.env.write_txn().unwrap();
let mut trivial_db = TrivialDatabase::<Vec<u8>>::default();
let mut value_to_keys = HashMap::<u8, Vec<Vec<u8>>>::new();
for Operation { key, group_size, max_group_size, min_level_size, field_id, kind } in
operations
{
index.set_group_size(*group_size);
index.set_max_group_size(*max_group_size);
index.set_min_level_size(*min_level_size);
match kind {
OperationKind::Insert(values) => {
let mut bitmap = RoaringBitmap::new();
for value in values {
bitmap.insert(*value as u32);
value_to_keys.entry(*value).or_default().push(key.clone());
}
index.insert(&mut txn, *field_id, &key.as_slice(), &bitmap);
trivial_db.insert(*field_id, &key, &bitmap);
}
OperationKind::Delete(values) => {
let values = RoaringBitmap::from_iter(values.iter().copied().map(|x| x as u32));
let mut values_per_key = HashMap::new();
for value in values {
if let Some(keys) = value_to_keys.get(&(value as u8)) {
for key in keys {
let values: &mut RoaringBitmap =
values_per_key.entry(key).or_default();
values.insert(value);
}
}
}
for (key, values) in values_per_key {
index.delete(&mut txn, *field_id, &key.as_slice(), &values);
trivial_db.delete(*field_id, &key, &values);
}
}
}
}
for (field_id, values_field_id) in trivial_db.elements.iter() {
let level0iter = index
.content
.as_polymorph()
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.prefix_iter::<_, Bytes, FacetGroupValueCodec>(&mut txn, &field_id.to_be_bytes())
.unwrap();
for ((key, values), group) in values_field_id.iter().zip(level0iter) {
let (group_key, group_values) = group.unwrap();
let group_key =
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FacetGroupKeyCodec::<BytesRefCodec>::bytes_decode(group_key).unwrap();
assert_eq!(key, &group_key.left_bound);
assert_eq!(values, &group_values.bitmap);
}
}
for (field_id, values_field_id) in trivial_db.elements.iter() {
let level0iter = index
.content
.as_polymorph()
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.prefix_iter::<_, Bytes, FacetGroupValueCodec>(&txn, &field_id.to_be_bytes())
.unwrap();
for ((key, values), group) in values_field_id.iter().zip(level0iter) {
let (group_key, group_values) = group.unwrap();
let group_key =
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FacetGroupKeyCodec::<BytesRefCodec>::bytes_decode(group_key).unwrap();
assert_eq!(key, &group_key.left_bound);
assert_eq!(values, &group_values.bitmap);
}
index.verify_structure_validity(&txn, *field_id);
}
txn.abort().unwrap();
}
#[test]
#[no_coverage]
fn fuzz() {
let tempdir = Rc::new(TempDir::new().unwrap());
let tempdir_cloned = tempdir.clone();
let result = fuzzcheck::fuzz_test(move |operations: &[Operation]| {
compare_with_trivial_database(tempdir_cloned.clone(), operations)
})
.default_mutator()
.serde_serializer()
.default_sensor_and_pool_with_custom_filter(|file, function| {
file == std::path::Path::new("milli/src/update/facet/incremental.rs")
&& !function.contains("serde")
&& !function.contains("tests::")
&& !function.contains("fuzz::")
&& !function.contains("display_bitmap")
})
.arguments_from_cargo_fuzzcheck()
.launch();
assert!(!result.found_test_failure);
}
}