Commit Graph
2415 Commits
Author SHA1 Message Date
xzfc 19d4da9988 UIO tracing and visualizer (#10742)
* Add uio_trace module and visualizer

* Handle object store, not just gRPC

* Improve visualizer

* Improve visualizer [2]
2026-09-23 21:56:24 +00:00
Arnaud GourlayandClaude Opus 5.5 06433b7028 [BM25] Add a BM25-over-sparse baseline benchmark (#10677)
* Add a BM25-over-sparse baseline benchmark

The text payload index is meant to score about as fast as BM25 over sparse
vectors, so the number it has to match needs to exist before the scorer
does. Measures a local shard end to end, no HTTP.

- embeds the corpus through `lib/bm25` with its defaults, so the baseline
  is the route a user migrates from rather than a reimplementation
- Zipf-like vocabulary. On a uniform one every term is equally selective,
  IDF is flat and pruning has nothing to prune, which would flatter any
  scorer measured against it
- two shards rather than one shard before and after optimization: a shard
  that will optimize starts as soon as the upsert lands, so the first cut
  timed a half-converted index and called it fresh. Both states assert
  what they hold before anything is timed

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Measure the sparse BM25 baseline where the routes separate

- 200k documents by default (BM25_SPARSE_DOCS overrides): at 20k every shape
  of both routes measures the same and half of a shard-level query is the
  shard; reachable through the shard since #10682
- a third shard with the sparse index on disk, which the optimized state never
  exercised
- recall at 10 against BM25 by definition, printed per state: the default
  avg_len of 256 on a corpus averaging 110 tokens misses a quarter of the true
  top 10, so the optimized state is also timed with the corpus average
- corpus, queries, reference and recall move to segment::fixtures::bm25_corpus,
  to be shared with the text-index bench and the comparison harness
- module doc: the sparse shapes measure within a few percent of each other; the
  states exist for the text comparison

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

* Refuse an empty corpus in the sparse BM25 baseline

BM25_SPARSE_DOCS=0 built empty shards, made the average length NaN and
scored every empty truth as recall 1.0.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

* Measure what the sparse BM25 baseline states claim

The fresh shard kept the default 10 MB indexing threshold and optimized
itself in the background, so it was timed as a second optimized state.
Disable indexing and re-check it after timing. Keep the shard storage
under CARGO_TARGET_TMPDIR so the on-disk index is not read from a tmpfs.
Fix doc comments that named missing files, a no-op IDF clamp and the
wrong reason for the empty-corpus guard.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-23 13:59:20 +02:00
Arnaud GourlayandClaude Opus 5 c296898355 [BM25] Add document length into the immutable and on-disk text indexes (#10639)
* Carry document length into the immutable and on-disk text indexes

The mutable index records `doc_len`. The immutable and on-disk backends dropped
it on conversion. They now carry it and persist it as a sidecar, so a length
survives an optimizer run and a restart.

- `ImmutableInvertedIndex` gains `point_to_doc_len`, parallel to
  `point_to_tokens_count` and zeroed wherever that vector is, so summing it
  never counts a deleted document.
- `OnDiskInvertedIndex` writes `point_to_doc_len.dat`, only when the index
  records lengths. `files()` lists it only when it exists, so a snapshot carries
  it exactly when there is one.
- Deletions are masked on load, not at build time. The file is written once and
  a point deleted later through the id-tracker is zeroed in
  `TryFrom<&OnDiskInvertedIndex>`. No segment total is stored, since it could
  only be summed after that masking.
- A sidecar shorter than the counts is treated as absent. It can only come from
  a partially copied file set, and padding it would give every point past the
  truncation a zero that reads like a real length.
- A missing sidecar on an index that should have one makes `new_mmap` report the
  index absent, which routes into the existing rebuild from payload. The check
  lives there rather than in `OnDiskInvertedIndex::open` because the read-only
  stack never builds and would drop the field instead.
- `FullTextMmapIndexBuilder::add_many` reached below `index_str_tokens` and so
  declared no length at all. It now tokenizes through the shared helper and
  measures like the gridstore path.

Recording is still gated behind `TextIndexParams::scoring()`, so none of this is
written today.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Wipe the text index directory instead of its listed files

`files()` lists the `doc_len` sidecar only when the index loaded it, so a
truncated sidecar is omitted. `wipe` then deleted the listed files, failed to
remove the now non-empty directory, discarded that error and returned success,
leaving the directory and a stale sidecar behind.

Remove the directory itself. Each field owns its own `{field}-text` directory,
so this no longer depends on `files()` being an accurate inventory, and real
removal errors propagate rather than being swallowed.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Drop the fully qualified visibility paths in the text index

`pub(in crate::index::field_index::full_text_index)` is tedious to read and to
keep correct, and it grants nothing here: `inverted_index` and
`mutable_text_index` are private modules of `full_text_index`, so their types
are not nameable from outside it whatever the field visibility says. Plain
`pub` is no wider in practice.

Widening `Storage` surfaced two `private_interfaces` warnings, since
`ZerocopyPostingValue` and `PostingListHeader` in `types.rs` were still behind
the long path; those move too.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Harden the document length sidecar after review

- check for the sidecar before opening the index rather than after. The
  open populates the whole file set, so the first start after scoring is
  enabled would fault in every segment's postings only to discard them
- treat a sidecar that covers more points than the index as untrustworthy,
  not just one that covers fewer, and warn with both counts the way
  `SortedBlockIndex::open` does. A longer one used to be accepted and then
  silently truncated when materialized
- unlink a stale sidecar when a build records no lengths. It was the only
  file here that could outlive the build that wrote it, and `open` would
  have read it as this build's
- say why an index is being rebuilt from payload instead of leaving a
  silent full re-index announced at debug level
- read `phrase_matching` from the config in the mmap builder, like the
  other two callers of the same helper pair, so the two halves of the
  sentinel rule cannot drift apart
- assert the length invariant the writers actually maintain, and correct
  what `files()` and the field comment claim

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Address review on the document length sidecar

- shrink the document length vector when it is handed over to the immutable index, it arrives with the mutable index's doubling capacity
- narrow the immutable index fields to pub(super), with a test-only accessor for the one reader outside the module
- let wipe propagate a missing index directory instead of treating it as success, nothing reaches it with the directory already gone

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-22 13:13:38 +02:00
6cd816acac Add match: { substring } filter condition (#10711)
* Add `match: { substring }` filter condition

Unindexed `text` and `text_any` matching became token-aware in #10341 and
#10593. Users who relied on the old raw substring behaviour get it back as
an explicit condition: `match: { "substring": "..." }` selects points with a
string value containing the given string, byte-wise and case-sensitive,
consistent with exact keyword and prefix matching.

Execution: a keyword index (with or without the `prefix` option) serves the
condition by scanning its value dictionary and uniting the postings of the
matching keys; cardinality reuses the prefix estimator, generalised into
`keys_union_cardinality`. The per-point checker goes through the forward
index. Without a keyword index the condition falls back to reading the
payload. Text, bool, integer and uuid indexes decline it.

Strict mode: the condition requires the `KeywordMatch` capability, so with
`unindexed_filtering_retrieve: false` it is rejected on unindexed and on
text-indexed fields and allowed on any keyword index.

API: `MatchSubstring` in the REST `Match` union with regenerated OpenAPI,
gRPC `Match.substring = 12`, edge python `MatchSubstring`, edge ffi
`Match::Substring`.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

* Test substring fallback on a text-indexed field, document estimator params

A text index cannot serve `substring`, so on a field that has only a text
index the condition runs through the payload fallback; only strict mode may
reject it. Pin that in the OpenAPI suite and reword the strict-mode unit
test comment, which read as if the text index itself blocked the query.

Also spell out what `keys` and `postings` mean in `keys_union_cardinality`.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

* Serve `match: { substring }` from the keyword key dictionary

The condition used to enumerate keys through `MapIndexRead::for_each_value`,
which on the on-disk variant drags the whole `value_to_points` file through
`for_each_entry`, plus one random read per matching key for its postings
count. Query planning paid that scan in full, before deciding whether to use
the clause at all.

Route it through the `prefix_index.bin` key dictionary instead: front-coded
keys with their postings counts inline, no postings. Estimation now reads
keys only and never touches `value_to_points`; filtering takes the matched
key list and resolves postings in one batched read, as prefix matching
already does.

This makes the `prefix` option a requirement: a keyword index without it has
no key dictionary, so it declines the condition and falls back to the payload
scan, the same as a text index. Strict mode follows — substring now infers
`KeywordPrefix`, so `unindexed_filtering_retrieve: false` names
`keyword (with prefix: true)` as the index to create.

`PrefixIndex::for_each_key` reads blocks in ~1 MiB chunks rather than the
whole key section at once: a substring cannot be pruned by the block index,
so the one-shot read would grow with the dictionary.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* Sync MatchSubstring OpenAPI description with Rust docs

After routing substring matching through the prefix key dictionary,
the schema docstring required regenerating so OpenAPI stays consistent.

* Scan the map index keys for substring match without a dictionary

Without the keyword dictionary a substring condition was declined by the
field index and left to the per-point condition checker, which reads the
forward index for every candidate point. Enumerate the distinct keys of
`values_to_points` instead: the same one-pass-over-distinct-values shape as
the dictionary scan, only over a structure that interleaves keys with their
postings. Filtering and cardinality estimation are then always served, so
the condition can act as a primary clause on a plain keyword index.

Prefix matching keeps its per-point fallback: an ordered dictionary is what
makes a prefix a bounded range, and enumerating every key to answer one is
not a trade worth making implicitly.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* Reject substring matching in strict mode

A substring condition is answered by looking at every distinct value of the
field: no index gives it a bounded access path, so there is no index a user
could create to make it affordable. Reject it under strict mode instead,
wherever a filter reaches verification — read and write filters, nested
sub-filters, and prefetch filters.

Filter limits are now checked before the unindexed-field check, so the
rejection is not reported as "create an index for this key", advice that
would lead to the same rejection afterwards.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* Update the strict mode substring test to the new rejection

The test asserted that substring filtering under strict mode asks for a
keyword index with the `prefix` option. It is now rejected whatever index
the field carries, so every case in the test gets the same answer.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* Estimate a substring condition without scanning

Counting the keys a substring matches costs the same scan as answering the
condition, and `filter` then repeats it to collect those keys. Report the
uninformed estimate instead — the one an unindexed condition has always
reported — and keep the primary clause, so the scan happens once, in
`filter`, and only when the planner picks the condition to drive iteration.

With no counts to collect, `substring_scan` collapses into `substring_keys`:
the in-RAM variants no longer look up a posting count per matched key.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* Don't to parse everything as UTF-8

---------

Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: qdrant-cloud-bot <111755117+qdrant-cloud-bot@users.noreply.github.com>
Co-authored-by: timvisee <tim@visee.me>
2026-09-22 12:47:34 +02:00
xzfc 8f44ddd8ba Combined storage tests (#10676) 2026-09-22 09:52:58 +00:00
Arnaud GourlayandClaude Opus 5 0a0fd87909 Count documents, not points, in the mutable text index (#10675)
A value that tokenizes to nothing is indexed and matches nothing. The mmap
build already treats it as no document, folding it into the "no tokens"
mask, while the mutable index counted it, so `points_count` for the same
data depended on whether the segment had been optimized yet.

- `index_tokens` counts a transition rather than incrementing, so a point
  becomes a document when it gains its first token and stops being one when
  rewritten to nothing. Re-indexing the same point no longer counts it twice
- `remove` decrements only when the removed token set had tokens
- the builder counts the same way

`points_count` feeds `count_indexed_points` for cardinality estimation, and
is `N` for the IDF of a text score.

Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-22 11:20:44 +02:00
tellet-qandClaude Opus 5 5abf55f2c7 test/fix-flaky-building-cancellation (#10696)
* test(segment): replace timing-based building cancellation test

`test_building_cancellation` compared wall-clock times of independent
builds cancelled after fractions of a measured baseline. Its tolerances
had to be widened repeatedly (#2039, #8243, #10346) and it still failed on
Windows CI, e.g. when an early stop landed in a slow non-cancellable setup
step (time_early: 969, time_later: 631, baseline 2488).

Replace it with tests that target build phases explicitly and measure
work instead of time:

- test_building_cancelled_before_start: a build cancelled up front returns
  `Cancelled` without starting any vector index work.
- test_building_cancelled_during_main_graph: a watcher cancels the build
  once the main HNSW graph (observed via the progress tracker) reaches
  1000 of 10000 points. The build must return `Cancelled`, leave the graph
  unfinished, and insert at most 2 points per build thread after the flag
  is set (only in-flight insertions may complete).

Both also check that a cancelled build leaves nothing behind in the
segments or temp directory. Use random vectors with a fixed seed instead
of identical zero vectors.

Verified the main-graph test fails when the per-point stop check is
removed, or only done every 64 points (102 points after cancel, limit 16).

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* test(segment): cover cancellation during HNSW graph healing

it: an uncancellable heal phase is what blocked consensus when removing a
replica during an optimization.

Track progress of the `migrate` phase (healed `(point, level)` pairs out of
the total), like `main_graph` already does. Besides showing healing
progress in optimization telemetry, this lets a test tell "stopped right
away" apart from "healed everything, then noticed the flag"; both return
`Cancelled`, because the flag is checked again right after healing.

Generalize the main-graph cancellation test into a helper that cancels
any phase at 10% of its work and checks that at most 2 items per build
thread complete afterwards, and add test_building_cancelled_during_heal:
it builds an HNSW segment, deletes a quarter of its points (below the
default healing_threshold of 0.3), and cancels the rebuild while healing.

Verified the test fails with the heal stop check removed ("migrate was
completed despite cancellation"). Measured: 8 items after cancel with 8
build threads, out of 3000-5700 to heal.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-22 08:32:39 +02:00
Andrey VasnetsovandClaude Fable 5.1 173f9d3ed6 Split HNSWIndex::build into phase modules (#10709)
* Split additional links phase out of HNSWIndex::build

Move the per-payload-block subgraph phase, together with its existing
helpers condition_points and build_filtered_graph, from HNSWIndex::build
into hnsw/build/additional_links.rs. The phase body is moved verbatim;
the borrowed locals become explicit parameters, and the function returns
the number of vectors indexed through the subgraphs.

GPU insert context creation moves to gpu_build.rs next to the other GPU
setup helpers, so build.rs no longer needs feature-gated GPU imports.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

* Split main graph CPU phase out of HNSWIndex::build

Move old-index healing, the single-threaded warm-up and the parallel
point insertion into hnsw/build/main_graph.rs as build_main_graph_on_cpu,
mirroring build_main_graph_on_gpu. Level assignment and the GPU attempt
stay in the orchestrator, since the GPU result decides whether the CPU
path runs at all.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

* Extract config derivation, field subtasks and thread pool from HNSWIndex::build

Share the kilobytes-to-vectors full scan threshold conversion between
load_or_derive_config and build as derive_config, with the vector count
as an explicit argument so both call sites keep their existing divisor.

Move the per-field progress subtasks into additional_links_fields next
to the phase that consumes them, and the rayon pool with its low-priority
spawn handler into build_thread_pool.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

* Extract GPU attempt, graph saving and the deleted-points check from build

upload_and_build_main_graph in gpu_build.rs owns the "any graph will be
built" gate, the upload, the main graph attempt and its timing log, so
build.rs keeps one cfg pair and adopts the GPU graph with an if-let.

save_graph builds the links format param and calls into_graph_layers in
one place, since the param borrows the inline vectors.

The debug-only walk over deleted points becomes a predicate over
links_empty under debug_assert!.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

---------

Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
2026-09-21 08:22:47 +02:00
Andrey VasnetsovandClaude Fable 5.1 6dd9b8002a Cancellable open and live_reload for read-only edge shards (#10699)
* Cancellable open and live_reload for read-only edge shards

Add cooperative cancellation to ReadOnlyEdgeShard::open and
ReadOnlyEdgeShard::live_reload, following the contract of
EdgeShardReadWithCancellation: a shared stop flag is checked between
stages and between segments, a set flag yields OperationError::Cancelled
and never a partial result, and the flag is never set or reset by the
callee.

New entry points: ReadOnlyEdgeShard::open_with_cancellation and
ReadOnlyEdgeShard::live_reload_with_cancellation. The existing open,
live_reload and live_reload_with keep their signatures and delegate with
a fresh flag.

The flag is propagated into ReadOnlySegment::schedule_open. The staged
handle carries it, so both the prefetch staging and finish check it
between components. The edge loader propagates a Cancelled error instead
of logging it as an unloadable segment.

The holder swap and the config re-derivation that follows it are one
indivisible step, so a cancellation never leaves a config lagging behind
the segment set. Segment reloads stay atomic under their write lock, so a
cancelled live_reload leaves the shard consistent and the next one
continues from there.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

* Check cancellation between vector component preopens

A preopen polls its open future once, so real work starts right away.
Checking the flag between the storage, quantized vectors and index
preopens of a dense vector, and between the storage and index preopens
of a sparse vector, keeps the staging contract that the flag is observed
between components.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

---------

Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
2026-09-21 07:34:03 +02:00
Daniel Borosandtimvisee 76a8647728 Follow-up tests for #10349: pinned findings on the merged code (#10661)
* test: pin persisted proxy segments follow-up findings

* fix: tests

* Respect `up_to` in flushing pending proxy changes

* Fix unproxy divergence, centralize logic in single shared function

* Don't pass locked segments we don't use

* Close the post-swap window losing acknowledged proxy changes

`finish_optimization` left a window between `swap_new` and the end of the
function where the propagated proxy changes were durable in no reachable
place. The proxies had left the holder, so a flush pass no longer saw them
as unsaved work and acknowledged the WAL past what their pending changes
logs persisted, while their source files were still on disk contradicting
the newer state. Their `ack_pin` was only registered at the very end, and
the optimized segment, the only durable home of those changes, had no
version file yet, so `normalize_segment_dir` deleted it on the next load.
A failure or crash in that window lost every change past the proxies' logs.

Close it from both sides, reordering only:

- Save the optimized segment's version file right after the flush that made
  the propagated changes durable, before the swap. That flush is what
  `SegmentBuilder::build` postponed the version file for, so the segment is
  loadable from the swap onwards.
- Register the proxies' deferred destruction (and with it their `ack_pin`)
  under the same write lock that evicted them, so no flush pass can observe
  the holder without either the proxies or their pin.

Collecting the deferred point ids moves up with the registration, as it
borrows the swapped-out proxies. The deferred destruction still cannot run
before the manifest is synced: `locked_proxies` holds the segments alive
until the end of the function, so `try_drop_data` retries until then.

* Rename the optimization test hook after the window it guards

The hook no longer sits before the version save, it marks a failure
anywhere in the window after the optimized segment was swapped in. Rename
it and the test accordingly, and restate the test doc as the invariant that
window must uphold rather than the bug it used to describe.

* Pin WAL ack while creating snapshot

* Patch test that was stuck

* Initialize necessary feature flags in tests

* Correctly propagate changes in two stages, lock updates on second stage

* Use existing WAL ack pinning infrastructure

* test: pin unproxy phase 2 propagation failure losing acknowledged changes

* test: pin WAL ack pin at zero suppressing clock persistence

* Fix propagate and unproxy data consistency error on failure

* Store clocks before checking WAL ack pin

* fix: wait for the flush worker when stopping it in tests

* fix: linter

---------

Co-authored-by: timvisee <tim@visee.me>
2026-09-18 12:33:18 +02:00
陈志谦 651ca78d2d Fix small typos in comments across segment and storage crates (#10681)
* Fix small typos in comments across segment and storage crates

- AddLearnerPeer -> AddLearnerNode (the ConfChangeType name used by the
  matched WAL entries)
- 'adding adding' -> 'adding' in the progress_tracker debug assertion
- CanellationToken -> CancellationToken in the snapshots recovery
  comment
- 'any of of' -> 'any of' and 'valuse_set' -> 'value_set' in json_path
  comments
- 'is not not changed' -> 'is not changed' in the mutable null index

* Style: collapse the debug_assert to one line per rustfmt

Nightly rustfmt prefers the single-line form now that the message
fits (follow-up to the typo fix).
2026-09-18 11:16:10 +02:00
tellet-q be8fe9a678 Fix HNSW builds randomly running on fewer threads than they were given (#10686)
* Fix HNSW builds randomly running on fewer threads than they were given

* Move HNSW_BUILD_MAX_PAR_LEN next to SINGLE_THREADED_HNSW_BUILD_THRESHOLD
2026-09-18 08:44:56 +02:00
xzfc 20229f99ba [combined-storage] Combined storage write (#10669)
* HNSWIndex::build(): add `inline_vectors` arg

Let the caller decide whether to use `inline_vectors` format.

* SegmentBuilder::build: finalize GraphInline vector storage

Instead of old "graph-with-vectors plus regular vector storage",
keep only the graph-with-vectors storage.

* Gate the GraphInline segment build behind a feature flag
2026-09-17 15:31:31 +00:00
陈志谦 cfe3bd625c Fix stale UniversalMapIndex rustdoc links in the map index docs (#10680)
universal_map_index::UniversalMapIndex does not exist; the on-disk
variant is on_disk_map_index::OnDiskMapIndex (the third MapIndex
variant). Repointed the three rustdoc links accordingly.
2026-09-17 12:15:22 +02:00
xzfc 3eefe44572 Fix never-ending optimization loop with vectors:{memory:cached} (#10664)
* Add `test_optimizers_should_settle`

* Fix `"memory": "cached"` endless optimization loop
2026-09-16 15:26:07 +00:00
Daniel Borosandtimvisee b2b509cf73 Tests for #10349: coverage gaps and pinned findings (#10445)
* shard: persist proxy pending changes on flush, stop holding back WAL ack

Hook the pending changes component into the proxy segment's flush: the
proxy flusher first persists the buffered operations into the pending
changes log, then passes the flush along to the wrapped segment. The
proxy's `persistent_version` now covers what the log durably holds on
top of what the wrapped segment persisted itself.

That is what lifts the WAL cap proxies imposed so far. `flush_all`
compares each segment's version against its persistent version; a
proxy used to report only the wrapped segment's persisted version while
its own version climbed with every buffered operation, so the WAL could
never be acknowledged past the point the proxy was created at, and a
restart replayed all of it — potentially very expensive operations,
such as an update by filter, all over again. With the buffered state
durable on disk the generic rule acknowledges the full version, and a
restart recovers it from the log instead.

Dropping a proxy's data drops the component first, which waits for any
in-flight pending changes flusher so it cannot append to the segment
directory while that is being deleted.

Update the proxy flush test to the new semantics, add a segment holder
test asserting the acknowledged version advances past a proxied delete,
and update the ack pin rationale in `finish_optimization`: the pin is
still needed after the proxies leave the holder, it just snapshots a
persistent version that now includes the log.

* Persist wrapped segment before pending changes

Prevents raising version of proxy segment too early

* collection: test crash recovery through persisted proxy changes

End-to-end test of the persisted pending changes: wrap every segment of
a local shard in a proxy, delete points so the deletes are only
buffered, flush, and assert the acknowledgeable version covers them.
Then acknowledge the WAL up to that version, drop the shard without
ever propagating the proxies, and load it again: the deletes are gone
from the WAL and must come back through the pending changes logs.

The delete under test is deliberately not the last WAL entry, as the
acknowledge never passes the last entry and that one is always
replayed.

* test: cover untested pending proxy changes paths

* test: pin persisted proxy changes findings

* Fix bad merge

* Remove corrupt length test, we cannot detect if last entry was corrupt

Remove a test that asserts an entry that isn't the last cannot have a
corrupt length. We cannot reliably detect whether the invalid length was
the last entry or not, because nothing else tells us how many entries we
expect in the file. At the same time we don't expect random bit flips.
So I removed the test.

* Simulate segments flush to clear pending changes log file

* Update test, also assert proxy segment version

* Fix bad merge

* Fix blocked test

* Enable necessary feature flags in tests (2/2)

---------

Co-authored-by: timvisee <tim@visee.me>
2026-09-15 16:10:11 +02:00
Tim Visée cc7a209c76 Persist proxy segment changes across restart, don't stall WAL ack's (#10349)
* segment: move proxy pending change types into segment crate

Move the types describing the changes a proxy segment buffers — point
deletes (`ProxyDeletedPoint`), payload index changes (`ProxyIndexChange`,
`ProxyIndexChanges`) and vector name changes (`IntendedVector`,
`ProxyVectorNameChanges`) — from `shard::proxy_segment` into a new
`segment::pending_changes` module.

Pure move, no behavior change: the proxy segment re-exports them from
their old location. Having them in the segment crate lets both the proxy
segment and the segment load path share them, in preparation for
persisting pending proxy changes to disk and replaying them on restart.

* segment: add PendingChange describing a persisted proxy operation

Add the `PendingChange` enum with one variant per operation type a proxy
segment buffers — point delete, payload index change, vector name
change — each carrying the operation version it was issued with. This
is the shape in which pending proxy changes are persisted to disk.

Derive serde on it and on the buffered change types it embeds, so
entries can be serialized into a log file and read back. `PartialEq` on
those types lets a persisted batch be matched against the in-memory
pending buffer after a flush.

* segment: add PendingChanges component persisting proxy changes to a log

Add `PendingChanges`, the component that manages the operations a proxy
segment buffers for one proxy layer, and persists them to disk so they
no longer only live in memory.

It keeps the same per-type buffers the proxy segment served its reads
from (point deletes, payload index changes, vector name changes), plus a
single registration-ordered buffer of everything not yet persisted.
`flusher()` writes that buffer into an append-only log file inside the
wrapped segment's directory: `pending_changes.log` for the inner most
proxy layer, with the layer number as a suffix for each layer above it.

Appends follow the mutable ID tracker: all new entries are serialized
into one buffer and written with a single call on an append-mode file,
then fsynced, so a crash can only leave a torn entry at the very end.
Loading truncates such an entry — its operations were never durable and
thus never acknowledged in the WAL — but fails hard on a malformed entry
in the middle, which cannot be explained by a torn append.

The component tracks the highest operation version the log covers.
Every registered operation at or below it is either durable in the log
or was a no-op that does not need recovery; a flusher advances it to the
proxy's version even when there is nothing to write. The pending buffer
is deliberately not cleared when the proxy propagates its changes to
the wrapped segment, as that only makes them durable once the wrapped
segment flushes. Replaying an entry twice is a version-gated no-op.

A log file left behind by a previous proxy on the same segment is
adopted by `open()`: new entries are appended after it and its highest
version is taken over, while its entries are not loaded into the
buffers as they are already applied to the segment. `load()` also
reconstructs the buffers, for callers that do want the buffered state.

* segment: replay persisted pending proxy changes onto a segment on load

Add `recover_pending_changes`, to be called when a segment is loaded on
restart, before regular WAL replay. If the segment directory holds
pending changes log files, the proxies that wrote them did not
propagate their buffered state into the segment before the process
stopped. Instead of reconstructing the proxies, replay all logged
operations directly onto the segment: inner most proxy layer first,
each file in append order, through the regular version-gated segment
operations (`apply_change`). Entries the segment already applied are
silently skipped, so a stale file is harmless.

The segment is force-flushed before the files are removed; a crash in
between merely replays the files once more.

* segment: test PendingChanges component

Cover the pending changes component: registering and flushing each
operation type and reconstructing the buffers from the log, log file
naming per proxy layer and gap-tolerant listing, covering the proxy
version without entries, operations registered while a flusher is
captured, flushers of a dropped component, torn-tail truncation versus
mid-file corruption, adoption of an existing log, and replaying logs
onto a real segment: fresh, stale (already applied), multi-layer, and
vector name changes.

* segment: include pending changes logs in segment snapshots

Register the pending changes log files of a segment in its snapshot:
add them to `snapshot_files` next to the segment state and version
files, existence-guarded, and to the segment manifest as unversioned
files. Full, partial and streamed snapshots therefore all carry them.

The recovery side needs no changes: a restored segment is loaded like
any other, which replays and removes the logs.

* shard: back proxy segment pending changes by PendingChanges component

Replace the proxy segment's separate `deleted_points`, `changed_indexes`
and `changed_vector_names` fields with a single `PendingChanges`
component. Reads keep going through the same per-type buffers, now
behind accessors; writes go through the component's `register_*`
methods, which additionally queue every operation for persistence.

Opening the component is fallible, as it adopts a pending changes log
a previous proxy may have left in the wrapped segment's directory, so
`UnsyncedProxySegment::new` now returns a result. Wrapping another proxy
opens the next proxy layer up, writing to its own dedicated log file.

No behavior change yet: the proxy still flushes and reports persistence
exactly as before, nothing is written to the log.

* shard: persist proxy pending changes on flush, stop holding back WAL ack

Hook the pending changes component into the proxy segment's flush: the
proxy flusher first persists the buffered operations into the pending
changes log, then passes the flush along to the wrapped segment. The
proxy's `persistent_version` now covers what the log durably holds on
top of what the wrapped segment persisted itself.

That is what lifts the WAL cap proxies imposed so far. `flush_all`
compares each segment's version against its persistent version; a
proxy used to report only the wrapped segment's persisted version while
its own version climbed with every buffered operation, so the WAL could
never be acknowledged past the point the proxy was created at, and a
restart replayed all of it — potentially very expensive operations,
such as an update by filter, all over again. With the buffered state
durable on disk the generic rule acknowledges the full version, and a
restart recovers it from the log instead.

Dropping a proxy's data drops the component first, which waits for any
in-flight pending changes flusher so it cannot append to the segment
directory while that is being deleted.

Update the proxy flush test to the new semantics, add a segment holder
test asserting the acknowledged version advances past a proxied delete,
and update the ack pin rationale in `finish_optimization`: the pin is
still needed after the proxies leave the holder, it just snapshots a
persistent version that now includes the log.

* shard: propagate proxy changes when unwrapping on optimizer cancel

When an optimization is cancelled or fails, `unwrap_proxy` puts the
wrapped segments back into the segment holder. Propagate the changes
buffered in each proxy into its wrapped segment first, as the snapshot
unproxy path already does, instead of dropping them with the proxy.

The pending changes log is deliberately left in place when unwrapping:
deleting it before the wrapped segment has flushed the propagated
changes would not be crash safe. It is cleaned up on restart and when
the segment directory is dropped, and a new proxy on the same segment
adopts and appends to it; replaying a stale file is safe because all
operations are version gated.

* shard: test persisted proxy pending changes

Test the proxy segment against its persisted pending changes: buffered
changes survive dropping the proxy without propagation and are replayed
onto the segment when it is loaded again; unwrapping leaves the log in
place and a new proxy on the same segment adopts and appends to it;
layered proxies each persist into their own log file and a restart
replays both; and a persisted log is part of the segment manifest and
snapshot.

* collection, edge: recover persisted proxy changes on segment load

Replay the pending changes logs left behind by proxy segments onto each
segment when a shard loads its segments, right after consistency
repair and before the payload index rebuild, vector name reconciliation
and WAL replay. Proxy state that made it to disk no longer holds back
the WAL acknowledge, so this is where it must be recovered from.

Proxies are not reconstructed: the segment holder starts with plain
segments carrying the replayed operations, and the logs are removed
once the segment flushed them.

* collection: test crash recovery through persisted proxy changes

End-to-end test of the persisted pending changes: wrap every segment of
a local shard in a proxy, delete points so the deletes are only
buffered, flush, and assert the acknowledgeable version covers them.
Then acknowledge the WAL up to that version, drop the shard without
ever propagating the proxies, and load it again: the deletes are gone
from the WAL and must come back through the pending changes logs.

The delete under test is deliberately not the last WAL entry, as the
acknowledge never passes the last entry and that one is always
replayed.

* segment: make replaying persisted proxy changes on load an explicit mode

Add `PersistedProxyChanges` to state whether persisted pending proxy
changes are replayed onto a segment when it is loaded. `Replay`, the
default, recovers them and removes the logs as before. `Ignore` leaves
both the segment and the log files untouched and logs at debug level
that replaying was skipped; it is for segment files that mirror those
of another writer, where replaying would make the local copy diverge
from what the writer's manifest describes.

All callers pass `Replay` for now, no behavior change.

* collection: do not replay persisted proxy changes on partial snapshot recovery

Partial snapshots are recovered by read replicas in a read/write
segregation setup. A read replica must not mutate its segments, so it
cannot replay the persisted proxy segment changes on load and must
ignore them instead: its segment files are a local copy of the writer's
that must stay a faithful mirror of them, as later partial snapshots are
diffed against what the writer's manifest describes. Replaying would
mutate the segment files and remove the logs, making the copy diverge.

Thread the replay mode through `LocalShard::load` as a dedicated
`PersistedProxyChanges` argument, derived from the recovery type:
`RecoveryType::Full` replays as before, `RecoveryType::Partial` ignores
the persisted changes and leaves the logs in place. Regular shard loads
replay.

Extend the crash recovery test with an ignoring load first: the delete
under test must not come back and the logs must survive, before a
replaying load recovers it.

* Persist wrapped segment before pending changes

Prevents raising version of proxy segment too early

* Fix comment

* Fix crash window, only ready optimized segment after propagating changes

The optimizer renamed a newly built segment into segments_path and wrote
its version file before finish_optimization propagated the proxies'
buffered changes into it. A crash in that window left the segment
restart-loadable but stale, permanently losing or resurrecting points.

Defer the version file save until finish_optimization has fully
reconciled proxy changes into the segment, including the post-swap dedup
pass, so it stays invisible to restart and snapshot recovery until then.
SegmentBuilder::build() gains a `ready` flag; load_segment gains
`ignore_missing_version` for the one caller reloading before that point.

Incidentally also closes the crash-unsafe cancellation-orphan cleanup
gap noted in #9217, since a cancelled build is discarded on restart the
same way.

* Force flush optimized segment, otherwise we may lose proxy changes

* Don't force flush after replay, defer deleting log files until flush

* Include persisted proxy changes log file in segment manifest

* Add random ID to proxy log files, prevent instance conflicts

* Rename proxy log file, always include level

* Delete proxy log file on unproxy, defer until next flush cycle

* Fix truncation

* Reformat

* Lock persisted segments behind runtime feature flag

* Enable necessary feature flags in tests

* Fix linters
2026-09-15 15:45:37 +02:00
31e97b5afc Persist doc_len in the mutable text index (#10616)
* Measure and persist document length in the mutable text index

BM25 length normalization needs the total token count per point, which nothing
stored: `point_to_tokens_count` is the distinct count, and its meaning is fixed
by the user-visible `values_count` filter.

- `doc_len` is measured in `add_many`, the only place that still sees every
  token, and persisted in the stored record alongside the tokens.
- It is a parameter on `index_str_tokens` and `MutableInvertedIndexBuilder::add`,
  never derived. Without phrase matching the stored tokens are sorted and
  deduplicated, and the index is rebuilt from those records on every segment
  open, so a derived length would degrade to the distinct-term count on restart.
- Array boundary sentinels are discounted by inserted count, not by value:
  `tokenize_doc` does not strip that character from user text the way
  `tokenize_query` does, so a payload containing it has those tokens indexed
  and they must be counted.
- `MutableInvertedIndex` gains `point_to_doc_len` and a running `total_tokens`,
  maintained across add, overwrite and remove, so `avgdl` is a division rather
  than a scan. `set_doc_len` is the only writer, so an absent length means the
  same thing on every path: the slot is zeroed, never left stale.
- Recording is gated behind `TextIndexParams::scoring()`, a private const for
  now. Nothing can ask for a ranked query yet, so recording on every text index
  would rebuild every collection to produce data no query can reach. State
  lives in the data rather than in a flag: `point_to_doc_len` is an `Option`
  the way `point_to_doc` already encodes positions, and `add_many` asks the
  index whether it records lengths rather than asking the config.
- `StoredDocument::doc_len` is an `Option` skipped on write when absent, so a
  non-scoring index writes byte-identical records to today's and a legacy
  record reads back as `None`. A document whose tokens were all filtered is a
  real `Some(0)`, and stays distinguishable from one that was never measured.

The immutable and on-disk backends drop the value for now and grow their own
sidecar next.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Address text index document length review feedback

---------

Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: generall <andrey@vasnetsov.com>
2026-09-15 15:12:45 +02:00
a6b3c7b4ca Share the text index post-tokenization indexing path (#10614)
* Share the text index post-tokenization indexing path

Extract `MutableInvertedIndex::index_str_tokens` so the write path and
read-only live reload cannot drift apart, and collapse the two identical
on-disk file listings into one.

The extracted helper gates the ordered document on `point_to_doc.is_some()`
rather than re-reading `config.phrase_matching`. Equivalent, since
`point_to_doc` is built from that flag, and it skips a needless clone if the
two ever disagree.

No behavior change.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Cover the text index live reload path

`ReadOnlyAppendableFullTextIndex::live_reload` had no direct test: it replays
stored documents through the same post-tokenization indexing as the write path,
but nothing pinned that down.

Asserts the incremental reload lands on the same state as a fresh
`open_appendable` after a writer deletes one point and appends two, over both
`phrase_matching` values. The phrase leg matters because adjacency depends on
the ordered document being indexed, not just the token set.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Apply suggestion from @timvisee

Co-authored-by: Tim Visée <tim+github@visee.me>

---------

Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Tim Visée <tim+github@visee.me>
2026-09-14 12:34:43 +02:00
Andrey VasnetsovandClaude Opus 5 ddbc6cab0c fix(uio): carry the failing object in UniversalIoError::S3 (#10626)
`map_get_err` is handed the key it was reading, but only the `NotFound`
arm kept it; every other error boxed the underlying failure and dropped
the key on the floor.

Callers that report such a failure are then unable to say what it was
reading. The read-only segment open is the clearest case: it logs one
warning per skipped segment, so a failure anywhere among a segment's
objects — state file, id tracker, payload storage, per-vector storage
and index, payload indexes — produces the same line, naming only the
segment uuid. A recent load test hit exactly this: 667 warnings, all
byte-identical, none of them saying which file failed.

Give the `S3` variant an explicit `path` beside its source error, rather
than folding the key into the message, so the object stays a field
callers can read. It is optional because most construction sites are not
about one particular object — a short or overlapping read from the
scatter buffer, the append context's protocol errors — and those keep
using `s3()` unchanged. `s3_at()` sets it, and the object-store read
surface (every `map_get_err` caller, plus `list_files` and `exists`) now
does.

Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-13 16:22:44 +02:00
Andrey VasnetsovandClaude Opus 5 ca512c20fc Resolve filter ids once per filtered search (#10624)
External->internal id resolution is the expensive half of estimating a
`has_id` filter, and the query API's rescore stage turns every prefetch
into exactly such a filter. Two paths paid for it more than once:

- `search_vectors_plain` re-estimated the filter its caller had already
  estimated to pick the plain strategy, so every segment resolved the
  whole id list twice. It now takes the estimation as an argument, and
  the dispatcher makes it once for every strategy.

- Formula rescoring resolved the prefetched ids one at a time, which the
  disk-resident id tracker turns into an unpipelined block read per
  point, instead of the batched single pass it offers.

Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-13 12:01:15 +02:00
Andrey VasnetsovandClaude Fable 5.1 95eb3c3f79 Support cached id tracker memory placement (#10598)
Thread a `Populate` through the disk-resident id tracker's open paths
(`DiskMappingReader`, `DiskIdTracker::open`, `ReadOnlyDiskIdTracker`,
`ReadOnlyIdTrackerEnum`) so a `cached` placement primes the page cache with the
mapping files on load instead of leaving them to page in on demand. The
populate is derived from the segment config's placement at load time, clamped
by low-memory mode, in both the writable segment open and the read-only one.
The update-only lookup path keeps its transfer-nothing policy, and the
build-time open stays cold: the built segment is reloaded anyway.

`cached` is no longer rejected by validation.

Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
2026-09-12 13:09:29 +02:00
Andrey VasnetsovandClaude Fable 5.1 81bb80a5d3 Expose id tracker memory placement in collection config (#10597)
Add `id_tracker: { memory: cold | pinned }` to CollectionParams,
CollectionParamsDiff and CreateCollection (REST + gRPC `IdTrackerParams`),
mirroring `payload: { memory }`. `cold` builds the disk-resident id tracker,
`pinned` the in-RAM immutable one. Unset keeps the current behavior: the
`serverless_compatible` feature flag decides.

The requested placement is persisted as an optional `id_tracker_memory` on
SegmentConfig (skipped when unset, so existing configs are unchanged); the
segment builder resolves it through `SegmentConfig::id_tracker_memory_placement`
instead of reading the feature flag directly.

The config mismatch optimizer rebuilds non-appendable segments whose effective
placement differs from the requested one. Appendable segments are skipped: they
always use the mutable tracker and get the current config when indexed.

`cached` is rejected by validation: the disk mapping reader has no
populate-on-open path.

Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
2026-09-12 12:28:24 +02:00
Luis Cossío ed2bd1a66f rotate cache file info after successful re/load (#10615) 2026-09-11 16:59:54 -03:00
qdrant-cloud-bot 2d4a4111ee fix: token-aware TextAny matching on unindexed payload fields (#10593) 2026-09-10 20:55:29 -03:00
Kyamran Shakhaev c948fc3c54 Refactor OnDiskMapIndex (#10592)
* Refactor on_disk_map_index

- The UniversalWrite trait is no longer needed for OnDiskMapIndex
- Update rust version

* Cargo fmt fix
2026-09-10 17:56:28 +02:00
93e91e1da4 Do not claim an unfinished operation when flushing (#10577)
* fix: do not claim an unfinished operation when flushing

A flush pass can capture a segment between the separately locked steps of
one update operation. Persisting it under that operation's version marks
the segment clean while the rest is still in memory, so every later pass
skips it and the WAL acknowledge moves past the operation.

Clamp what a flush claims to the last fully applied operation.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Fix rustfmt in alias_mapping test after merging dev

---------

Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: qdrant-cloud-bot <111755117+qdrant-cloud-bot@users.noreply.github.com>
2026-09-10 17:26:22 +02:00
Tim Visée 52d8e39451 Remove RocksDB references (#10561)
* Remove RocksDB specifics from shell.nix

* Re-enable sparse benches, replace RocksDB structures

* Rewrite congruence test, in-memory ID tracker vs mutable ID tracker

* Remove RocksDB flag from test

* Remove RocksDB tool

* Remove RocksDB comments

* Bump OpenAPI spec
2026-09-09 17:40:46 +02:00
xzfc 51cf88e7de [combined-storage] Integrate VectorStorageType::GraphInline reading (#10515)
* Placement accessors on VectorDataConfig

* Wire up the GraphInline storage type

* Let the HNSW index reuse the storage's links handle
2026-09-09 11:27:12 +00:00
xzfc 6a96d105ba VectorStorageEnum::DenseGraphInline (#10479) 2026-09-08 22:33:17 +00:00
xzfc 17950c6c4f GraphInlineDenseVectorStorage (#10477) 2026-09-08 22:03:27 +00:00
Luis Cossío 904e228802 parallelize StoreComponent opening (#10487) 2026-09-08 17:07:40 -03:00
Luis Cossío 4cdeee453f parallelize component appends (#10468) 2026-09-08 16:56:35 -03:00
Luis Cossío 29c23a6c40 [updater] use CachedFs per segment (#10452)
* use CachedFs in AppendableSegment

* use CachedFs in LookupSegment
2026-09-08 16:56:35 -03:00
Luis CossíoandClaude Fable 5 690d92e751 [updater] genericize fs to use UniversalAppendFs (#10451)
* introduce UniversalAppendFs helper

* AI: migrate to UniversalAppendFs bound

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* don't use it in Gridstore

---------

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
2026-09-08 16:56:34 -03:00
xzfc 852ff89c81 [combined-storage] Read vector methods (#10476)
* HnswGraph: put into Arc

Later it will be shared by vector index and vector storage.

* Read the inline base vectors through HnswGraph

* HnswGraph knows its residency
2026-09-08 18:48:45 +00:00
Luis CossíoandClaude Fable 5 fda819d45a [updater] strip fs from components (#10450)
* strip fs from id tracker

* strip fs from Gridstore and Logstore

* strip fs from UpdateOnlyBlobstore

* strip fs out of null and bool indexes

* strip fs out of chunked vectors

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

---------

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
2026-09-07 23:45:02 -03:00
xzfc 83cba452bc [combined-storage] DenseVectorBlob (#10474)
* DenseVectorBlob

* Shorthand
2026-09-07 17:12:30 +00:00
qdrant-cloud-bot dec9cd9310 Rename MmapFlusher to Flusher (#10496)
The type is used by RAM and other non-mmap storages (often as a no-op),
so the Mmap-prefixed name was misleading.
2026-09-07 14:56:46 +00:00
xzfc 8b95b5ea88 TurboVectorBlob (#10475) 2026-09-07 14:07:37 +00:00
Arnaud GourlayandClaude Opus 5 73831260e6 Remove msgpack (#10505)
* Remove MessagePack (rmp-serde)

The WAL switched from msgpack to CBOR in v0.3.5 (2021-07-11), so v0.3.4
is the last version that wrote msgpack entries. Drop the read fallback
kept for those entries, plus the remaining test and bench usages.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Drop unused fs4 dependency from collection

Not referenced anywhere in the crate. Still used by wal and common, so
the workspace entry stays.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-07 15:36:27 +02:00
Andrey Vasnetsov fec1f39d54 Probe large memory reports with temporary workers (#10458)
* Probe memory-report files concurrently

* Simplify memory-report file probing and reuse workers

* Scope file-probe workers to large memory reports

* Fix OpenAPI consistency after optimizer description correction

* Destructure collection memory merge result exhaustively
2026-09-05 19:34:20 +02:00
陈志谦 f0019e9bad [AI] docs: fix typos and duplicated words across config help and rustdoc (#10484)
- 'mising' -> 'missing' in .github/review-rules.md (flagged by the
  repo's own codespell config)
- 'Do not create segments larger this size' -> 'larger than this size'
  in config.yaml, the optimizer builder/diff sources and the grpc
  proto + generated rust comment
- 'bigger then' -> 'bigger than' in the query scorer rustdoc
- three duplicated-word rustdoc fixes ('override in in', 'any of of',
  'and and')
2026-09-04 22:21:13 +00:00
Tim Visée 9687da6c41 Use more direct calls (#10347)
* Direct call for shard transfer method and keys

* Reuse cardinality estimate in sparse plain search

* Avoid recounting available points in segment size info

* Avoid cloning segment config when updating quantization

* Avoid cloning search request for load profile

* Direct call for counting read-only segments

* Avoid re-reading point range for values count

* Direct call to check replica states when initializing collection

* Direct call to look up transfer on restart

* Direct call for shard replicas after snapshot recovery

* Direct call for local replica states in health check

* Direct call for payload index schema keys when applying state

* Direct calls for sharding method and key mapping when creating shard key

* Direct call to check if peer has shards

* Direct call for sharding method and keys when dropping shard key

* Avoid cloning collection params for group by ordering

* Avoid cloning collection params in local shard search

* Direct call for peer address when sending Raft messages

* Direct call for peer address in who_is

* Avoid cloning remote query batch request

* Avoid cloning operation in queue proxy update

* Avoid cloning gRPC search groups request

* Fetch cluster status once in cluster telemetry

* Direct call to validate transfer exists on finish

* Direct call for sharding method when dropping shard key

* Avoid cloning peer address map when listing peers

* Avoid cloning peer address map when adding peer to known

* Avoid cloning shard key mapping when routing writes with fallback

* Avoid cloning shard key mapping when checking resharding start

* Avoid cloning gRPC recommend groups request

* Avoid cloning operation when retaining forwarded point IDs

* Direct call for counting collections in telemetry

* Direct call to validate transfer exists on recovery

* Direct call for shard IDs by shard key

* Direct call for shard keys

* Direct call to check if peer has shards in consensus

* Direct call for replica state on transfer recovery

* Direct call to check for active replicas when routing writes with fallback

* Direct call to validate transfer exists on abort
2026-09-03 17:11:40 +02:00
xzfc 26a8c24737 Cleanup TurboVectorStorageImpl, DenseVectorStorageImpl (#10435)
- `TurboVectorStorageImpl::{insert_vector, insert_tq_bytes}`: return
  error right away. `QuantizedStorage::upsert_vector` will return error
  anyway, so why pretend it will not. Bonus: `quantization_buffer`
  no longer needed. Related: #9953.

- `DenseVectorStorageImpl::insert_vector`: `Err`, not `panic!`. For
  consistency with `TurboVectorStorageImpl`. It's unreachable anyway.
  
- `QuantizedStorage::reload`: reopen via `self.storage.live_reload()`.
  The same, but now we don't need to keep `fs`.
2026-09-03 15:04:03 +00:00
xzfc 47e858c94e Remove unused (Sparse)VectorStorageType::Empty (#10431)
These were added for named-vector CRUD (acfb650), never used. The actual
placeholder storages `EmptyDenseVectorStorage` and
`EmptySparseVectorStorage` stay.
2026-09-03 13:51:37 +00:00
Andrey Vasnetsov 6917a26946 Probe segment memory outside read locks (#10457) 2026-09-03 12:22:02 +02:00
xzfc f999bc93eb [combined-storage] Derive inline-storage warnings from the optimizer's vector config (#10430)
* Refactor: Untangle SegmentOptimizerConfig

* Derive inline-storage warnings from the optimizer's vector config
2026-09-02 18:22:00 +00:00
xzfc 9f6fefd40d Pass vector-index path to the vector-storage opens (#10434) 2026-09-02 18:19:27 +00:00
61ffec42ab Fall back to per-vector TQ scoring for scattered ids (#10381)
* Fall back to per-vector TQ scoring when runs are short

Run-batched scoring pays off on plain and dense filtered scans but
regresses HNSW, where neighbor ids rarely form consecutive runs and batch
setup dominates. Gate both EncodedVectorsTQ::score_points and Turbo
score_query_batch on offsets_worth_batch_scoring, which takes the run path
only when the ids split into runs averaging BATCH_SCORE_MIN_MEAN_RUN
vectors or more.

The average decides, not the longest run: a sorted id list -- what a
filtered scan hands the scorer -- already contains adjacent pairs at ~1%
density while its runs still average one vector, so a "contains a run of
>= 2" test sends those down the run path to pay setup per vector, measured
at up to +75% against the better path. An average also stays independent
of the batch size the driver slices ids into, which a longest-run test does
not. The threshold comes from the measured crossover -- mean run 2.0-3.6,
stable across dims 128/512/1024, both RAM storages and the 1/2/4-bit
widths -- and a fully contiguous block is recognized in O(1), so a plain
scan pays nothing for the gate.

* io_uring: never gate run-batched scoring

The gate exists because run batching costs setup that short runs do not
repay on RAM and mmap storages. io_uring is the opposite: one run-granular
read beats the batched per-vector path at every density measured -- 27% on
HNSW-shaped id lists, 43% at 25% filter density, 93% on a full scan --
because per-request submission and completion bookkeeping dominates once
the data sits in the page cache. Gating it costs 36% on HNSW-shaped lists.

Add EncodedStorage::prefers_run_reads, defaulting to false so every storage
keeps its current routing, and override it for the single-file quantized
storage when its backend is io_uring. Remote backends (object stores, a
gRPC peer) deliberately keep the per-vector path: their reads pipeline
across a batch, while run-granular reads would serialize the round trips.

QuantizedStorage::is_in_ram_or_mmap() still reports true for every backend,
which is what routes io_uring into the gate in the first place. Correcting
that would also change how the multivector storage picks between its
in-memory and uring scoring paths, so it is left to a separate change.

* Rename prefers_run_reads to prefers_contiguous_reads

"Run reads" is easy to misread as "execute reads"; contiguous makes the
storage I/O preference explicit.

* QuantizedStorage::for_each_run: pipeline run reads on async backends

With `prefers_contiguous_reads()` true for io_uring, every batch goes
through `for_each_run`, which read each run synchronously: a scattered
id list (HNSW neighbours) waited on one disk read per vector, where
`for_each_in_batch` kept the whole batch in flight through `read_batch`.
Submit all runs of a batch together, still one read per run, so
scattered reads stay pipelined while a scan still reads each run in one
request.  Backends without async reads keep the sequential loop.

`turbo_vector_search` (dim 1024, 200k vectors, 4096 shuffled ids per
iteration) against dev: cold scattered io_uring 187 ms -> 26.5 ms
(dev 29.5 ms); the warm scan keeps 198 ms -> 21 ms.  Warm scattered
lands at 5.06 ms (dev 4.67 ms), giving up the 3.68 ms of synchronous
reads, which only holds with the data already in the page cache.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01VRiRaiPsm5CEBgpQ7VAQab

* Iterate consecutive runs and share the run-scoring gate

`for_each_consecutive_run` becomes `consecutive_runs()`, a lazy iterator
over `Run { first, start, len }`, so a storage can feed runs straight into
a read pipeline. `QuantizedStorage::for_each_run` loses the intermediate
`Vec` and the duplicated `ReadRange` construction: the pipelined branch
maps the iterator into `read_batch`, the synchronous branch keeps the
per-run `Sequential`/`Random` hint that picks between mmap's two mappings.

The routing condition duplicated at both scoring call sites moves into
`EncodedStorage::prefers_run_scoring`: same expression, one place.

`for_each_run`'s contract no longer promises run order: pipelined
backends report reads as they complete, so callers address results by
`first`. Add a contract test over the mmap and disk-cache backends; the
latter is the async-capable backend that runs on every platform and
covers the `read_batch` branch io_uring takes on Linux, which no test
exercised before.

Measured on Apple M3 against 1f2d1264e, interleaved A/B/B/A: the run
path is unchanged on all four storages (-0.3%, +0.0%, +0.9%, -1.1%,
within replicate noise).

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

* Rename Run to ConsecutiveRun

`Run` on its own reads as "execute", the same ambiguity that got
`prefers_run_reads` renamed earlier in this branch. `ConsecutiveRun`
names what the value is and pairs with `consecutive_runs()`, the iterator
that yields it.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

* io_uring pipeline: submit eagerly only while reads are outstanding

`IoUringPipeline::wait()` called `submit_and_wait(0)` whenever a completion
was ready and anything was enqueued. `read_batch` enqueues one entry per
consumed completion, so on a warm page cache — where reads complete inline
at submission — that was one `io_uring_enter` per read. Scattered quantized
scoring over io_uring ran at ~630 ns/point warm against ~460 for the same
reads issued synchronously (which, without direct_io, are plain `pread`s).

Now the eager submission happens only while the kernel still has reads
outstanding (`in_progress` minus the completions already waiting in the
queue). When everything submitted so far has completed — the warm case —
the enqueued entries wait and go down together once the ready completions
run out. On a cold device nothing changes: a completion is answered with a
submission as before, so the in-flight depth never sags. Two fixed rules
tried first (submit only when nothing is ready; submit once half the queue
piled up) both cost the cold path, +6 % and +3 %, in proportion to how long
the device sat idle while ready completions were drained.

turbo_vector_search / turbo_uring_ab, Zen 4, `taskset -c 7`, prebuilt
binaries run alternately, cold rows with the page cache dropped:

  warm scattered, uring hnsw:   634 -> 472 ns/point  (-25 %)
  warm scattered, uring p0.25:  477 -> 369 ns/point  (-23 %)
  warm sequential, uring p1.00:  45 ->  45           (flat)
  cold scattered, uring:        29.9 -> 29.9 ms/iter (flat, 4 reps each within 0.7 %)
  mmap rows (control):          within ±2 %

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

---------

Co-authored-by: Ivan Pleshkov <pleshkov.ivan@gmail.com>
Co-authored-by: timvisee <tim@visee.me>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
2026-09-02 17:57:27 +02:00