Include non-primary key restrictions (e.g. regular column filters) in
the filter JSON sent to the Vector Store service. Previously only
partition key and clustering column restrictions were forwarded, so
filtering on regular columns was silently ignored.
Add get_nonprimary_key_restrictions() getter to statement_restrictions.
Add unit tests for non-primary key equality, range, and bind marker
restrictions in filter_test.
Fixes: SCYLLADB-970
Closesscylladb/scylladb#29019
Queries against local vector indexes were failing with the error:
```ANN ordering by vector requires the column to be indexed using 'vector_index'```
This was a regression introduced by 15788c3734, which incorrectly
assumed the first column in the targets list is always the vector column.
For local vector indexes, the first column is the partition key, causing
the failure.
Previously, serialization logic for the target index option was shared
between vector and secondary indexes. This is no longer viable due to
the introduction of local vector indexes and vector indexes with filtering
columns, which have different target format.
This commit introduces a dedicated JSON-based serialization format for
vector index targets, identifying the target column (tc), filtering
columns (fc), and partition key columns (pk). This ensures unambiguous
serialization and deserialization for all vector index types.
This change is backward compatible for regular vector indexes. However,
it breaks compatibility for local vector indexes and vector indexes with
filtering columns created in version 2026.1.0. To mitigate this, usage
of these specific index types will be blocked in the 2026.1.0 release
by failing ANN queries against them in vector-store service.
Fixes: SCYLLADB-895
Backport to 2026.1 is required as this issue occurs also on this branch.
Closesscylladb/scylladb#28862
* github.com:scylladb/scylladb:
index: fix DESC INDEX for vector index
vector_search: test: refactor boilerplate setup
vector_search: fix SELECT on local vector index
index: test: vector index target option serialization test
index: test: secondary index target option serialization test
Clang 22 verifies [[nodiscard]] for co_await,
causing compilation failures where return values of expected<> were
silently discarded.
These call sites were discarding the return value of client::request()
and vector_store_client::ann(), both of which return expected<> types
marked [[nodiscard]]. Rather than suppressing the warning with (void)
casts, properly check the return values using the established test
patterns: BOOST_CHECK(result) where the call is expected to succeed,
and BOOST_CHECK(!result) where the call is expected to fail.
Closesscylladb/scylladb#29297
Queries against local vector indexes were failing with the error:
"ANN ordering by vector requires the column to be indexed using 'vector_index'"
This was a regression introduced by 15788c3734, which incorrectly
assumed the first column in the targets list is always the vector column.
For local vector indexes, the first column is the partition key, causing
the failure.
Previously, serialization logic for the target index option was shared
between vector and secondary indexes. This is no longer viable due to
the introduction of local vector indexes and vector indexes with filtering
columns, which have different target format.
This commit introduces a dedicated JSON-based serialization format for
vector index targets, identifying the target column (tc), filtering
columns (fc), and partition key columns (pk). This ensures unambiguous
serialization and deserialization for all vector index types.
This change is backward compatible for regular vector indexes. However,
it breaks compatibility for local vector indexes and vector indexes with
filtering columns created in version 2026.1.0. To mitigate this, usage
of these specific index types will be blocked in the 2026.1.0 release
by failing ANN queries against them in vector-store service.
Fixes: SCYLLADB-895
The test assumes that the sleep duration will be at least the value of
the sleep parameter. However, the actual sleep time can be slightly less
than requested (e.g., a 100ms sleep request might result in a 99ms
sleep).
This commit adjusts the test's time comparison to be more lenient,
preventing test flakiness.
When a `with_connect` operation timed out, the underlying connection
attempt continued to run in the reactor. This could lead to a crash
if the connection was established/rejected after the client object had
already been destroyed. This issue was observed during the teardown
phase of a upcoming high-availability test case.
This commit fixes the race condition by ensuring the connection attempt
is properly canceled on timeout.
Additionally, the explicit TLS handshake previously forced during the
connection is now deferred to the first I/O operation, which is the
default and preferred behavior.
Fixes: SCYLLADB-832
This simple patch adds support for storing the HTTP error description
that Vector Store client receives from vector store. Until now it was
just printed to the log but it was not returned. For this reason it
was not forwarded to the drivers which forced users to access ScyllaDB
server logs to understand what is wrong with Vector Store.
This patch also updates formatter to print the message next to the
error code.
Fixes: VECTOR-189
SNI works only with DNS hostnames. Adding an IP address causes warnings
on the server side.
This change adds SNI only if it is not an IP address.
This change has no unit tests, as this behavior is not critical,
since it causes a warning on the server side.
The critical part, that the server name is verified, is already covered.
This PR also adds warning logs to improve future troubleshooting of connections to the vector-store nodes.
Fixes: VECTOR-528
Backports to 2025.04 and 2026.01 are required, as these branches are also affected.
Closesscylladb/scylladb#28637
* github.com:scylladb/scylladb:
vector_search: fix TLS server name with IP
vector_search: add warn log for failed ann requests
vector_search: small improvements
This PR addresses several minor code quality issues and style inconsistencies within the vector_search module.
No backport is needed as these improvements are not visible to the end user.
Closesscylladb/scylladb#28718
* github.com:scylladb/scylladb:
vector_search: fix names of private members
vector_search: remove unused global variable
When the test fails, the assertion message does not include
the error from the ANN request.
This change enhances the assertion to include the specific ANN error,
making it easier to diagnose test failures.
The default 100ms timeout for client readiness in tests is too
aggressive. In some test environments, this is not enough time for
client creation, which involves address resolution and TLS certificate
reading, leading to flaky tests.
This commit increases the default client creation timeout to 10 seconds.
This makes the tests more robust, especially in slower execution
environments, and prevents similar flakiness in other test cases.
Fixes: VECTOR-547, SCYLLADB-802
The secondary index mechanism is currently used to determine the target column.
This mechanism works incorrectly for vector indexes with filtering because
it returns the last specified column as the target (vectors) column.
However, the syntax for a vector index requires the first column to be the target:
```
CREATE CUSTOM INDEX ON t(vectors, users) USING 'vector_index';
```
This discrepancy eventually leads to the following exception when performing an
ANN search on a vector index with filtering columns:
````
ANN ordering by vector requires the column to be indexed using 'vector_index'
````
This commit fixes the issue by introducing dedicated logic for vector indexes
to correctly identify the target(vectors) column.
Fixes: SCYLLADB-635
Closesscylladb/scylladb#28740
The ANN vector queries with all-zero vectors are allowed even on vector indexes with similarity function set to cosine.
When enabling the rescoring option, those queries would fail as the rescoring calls `similarity_cosine` function underneath, causing an `InvalidRequest` exception as all-zero vectors were not allowed matching Cassandra's behaviour.
To eliminate the discrepancy we want the all-zero vector `similarity_cosine` calls to pass, but return the NaN as the cosine similarity for zero vectors is mathematically incorrect. We decided not to use arbitrary values contrary to USearch, for which the distance (not to be confused with similarity) is defined as cos(0, 0) = 0, cos(0, x) = 1 while supporting the range of values [0, 2].
If we wanted to convert that to similarity, that would mean sim_cos(0, x) = 0.5, which does not support mathematical reasoning why that would be more similar than for example vectors marking obtuse angles.
It's safe to assume that all-zero vectors for cosine similarity shouldn't make any impact, therefore we return NaN and eliminate them from best results.
Adjusted the tests accordingly to check both proper Cassandra and Scylla's behaviour.
Fixes: SCYLLADB-456
Backport to 2026.1 needed, as it fixes the bug for ANN vector queries using rescoring introduced there.
Closesscylladb/scylladb#28609
* github.com:scylladb/scylladb:
test/vector_search: add reproducer for rescoring with zero vectors
vector_search: return NaN for similarity_cosine with all-zero vectors
SNI works only with DNS hostnames. Adding an IP address causes warnings
on the server side.
This change adds SNI only if it is not an IP address.
This change has no unit tests, as this behavior is not critical,
since it causes a warning on the server side.
The critical part, that the server name is verified, is already covered.
Fixes: VECTOR-528
The test is flaky most likely because when TLS certificate rewrite
happens simultaneously with an ANN request, the handshake can hang for a
long time (~60s). This leads to a timeout in the test case.
This change introduces a checkpoint in the test so that it will
wait for the certificate rewrite to happen before sending an ANN request,
which should prevent the handshake from hanging and make the test more reliable.
Fixes: #28012
So far with oversampling the extended set of keys was returned from VS,
but query to the base table was still limited by the query `limit`.
Now for rescoring we want to fetch rows for all the keys returned from VS.
However later we need to restore the command limit, to trim result_set accordingly.
For non-rescoring scenarios we trim directly keys set returned from VS if it happens to exceed query limit.
With this change rescoring validation tests (except `no_nulls_in_rescored_results`) pass fully.
Fixes https://scylladb.atlassian.net/browse/SCYLLADB-83
Our plan for rescoring is to use the existing post-query ordering mechanism to sort (and trim) result_set by similarity column.
For general SELECT case this ordering is permitted only for queries with IN on the partition key and an ORDER BY, which is checked in `needs_post_query_ordering`.
Recently this check was overriden for ANN queries in https://github.com/scylladb/scylladb/pull/28109 to enable IN queries handled by VS without excessive post-processing.
In this patch we revert that change - ANN case will be handled by general check.
However we change the condition - we will enable post processing anytime `_ordering_comparator` is set.
In current implementation `_ordering_comparator` is created only in `select_statement::prepare` with `get_ordering_comparator`,
only for the same conditions as were checked in `needs_post_query_ordering`, so this change should be transparent for general SELECT.
For ANN query it is also not set (yet), so it will not influence ANN filtering, but we confirm that this functionality still works
by adding filtering test: `test/vector_search/filter_test.cc::vector_store_client_test_filtering_ann_cql`.
Rescoring ordering for ANN queries will be enabled when we add `_ordering_comparator` in following patch.
Adding tests for specific cases of rescoring processing:
- wildcard selection - "SELECT * ..." is a case with slightly different path of rescoring processing. We want to confirm that it is handled correctly.
- calculating similarity with other vectors in SELECT clause should not influence ANN ordering.
- NULL handling - results that for any reason have NULL in a score should be filtered out.
As rescoring is not implemented yet, the tests use boost::unit_test::expected_failures
to indicate that the test reports errors.
Verify that vector store results will be correctly rescored and reordered
according to the rescoring algorithm.
As rescoring is not implemented yet, the tests use `boost::unit_test::expected_failures`
to indicate that they report errors.
First test checks rescoring with a simple selection list.
Second makes sure that rescoring is not triggered for quantization=f32 - full representation of vectors.
Third repeats the first one, but adds to it returning of similarity score value.
Add `prepared_filter` class which handles the preparation, construction
and caching of Vector Search filtering compatible JSON object.
If no bind markers found in SELECT statement, the JSON object will be built
once at prepare time and cached for use during execution calls.
Adjust tests accordingly to use prepared filters.
Follow-up: #28109
Fixes: SCYLLADB-299
Move Vector Search filter functions from `cql3::restrictions` to
`vector_search` namespace as it's a better place according to
it's purpose.
The effective name has now changed from `cql3::restrictions::to_json`
to `vector_search::to_json` which clearly mentions that the JSON
object will be used for Vector Search.
Rename the auxilary functions to use `to_json` suffix instead of
variety of verbs as those functions logic focuses on building JSON
object from different structures. The late naming emphasized too
much distinction between those functions, while they do pretty much
the same thing.
Follow-up: #28109
Since Vector Store service filtering API has been implemented (scylladb/vector-store#334), there is a need for the implementation of Scylla side part.
This patch should implement a `statement_restrictions` parsing into Vector Store filtering API compatible JSON objects.
Those objects should be added to ANN query vector POST requests as `filter` object.
After this patch, the subset of all operations ([Vector Search Filtering Milestone 1](https://scylladb.atlassian.net/wiki/spaces/RND/pages/156729450/Vector+Search+Filtering+Design+Document#Milestone-1)) happy path should be completed, allowing users to filter on primary key columns with single column `=` and `IN` or multiple column `()=()` and `() IN ()`.
The restrictions for other operations should be implemented in a PR on Vector Store service side.
---
This PR implements parsing the `statement_restrictions` into Vector Store filtering API compatible JSON objects.
The JSON objects are created and used in ANN vector queries with filtering.
It closes the Scylla side implementation of Vector Search filtering milestone 1.
Unit tests for `statement_restrictions` parsing are added. Integration tests will be added on Vector Store service side PR.
---
Fixes: SCYLLADB-249
New feature, should land into 2026.1
Closesscylladb/scylladb#28109
* github.com:scylladb/scylladb:
docs: update documentation on filtering with vector queries
test/vector_search: add test for filtered ANN with VS mock
test/vector_search: add restriction to JSON conversion unit tests
vector_search: cql: construct and use filter in ANN vector queries
select_statement: do not require post query ordering for vector queries
vector_search: add `statement_restrictions` to JSON parsing
Add `filter` option in `ann()` function to write the filter JSON
object as the POST request in ANN vector queries.
Adjust existing `vector_store_client_test` tests accordingly.
The `vector_store_client_test_dns_resolving_repeated` test had race
conditions causing it to be flaky. Two main issues were identified:
1. Race between initial refresh and manual trigger: The test assumes
a specific resolution sequence, but timing variations between the
initial DNS refresh (on client creation) and the first manual
trigger (in the test loop) can cause unexpected delayed scheduling.
2. Extra triggers from resolve_hostname fiber: During the client
refresh phase, the background DNS fiber clears the client list.
If resolve_hostname executes in the window after clearing but
before the update completes, pending triggers are processed,
incrementing the resolution count unexpectedly. At count 6, the
mock resolver returns a valid address (count % 3 == 0), causing
the test to fail.
The fix relaxes test assertions to verify retry behavior and client
clearing on DNS address loss, rather than enforcing exact resolution
counts.
Fixes: #27074Closesscylladb/scylladb#27685
The root cause for the hanging test is a concurrency deadlock.
`vector_store_client` runs dns refresh time and it is waiting for the condition
variable.After aborting dns request the test signals the condition variable.
Stopping the vector_store_client takes time enough to trigger the next dns
refresh - and this time the condition variable won't be signalled - so
vector_store_client will wait forever for finish dns refresh fiber.
The commit fixes the problem by waiting for the condition variable only once.
Fixes: #27237
Fixes: VECTOR-370
Closesscylladb/scylladb#27239
When a CQL vector search request timed out, the underlying ANN query was
not aborted and continued to run. This happened because the abort source
was not being signaled upon request expiration.
This commit ensures the ANN query is aborted when the CQL request times out
preventing unnecessary resource consumption.
The connection timeout was 2 minutes and the keep-alive
timeout was 11 minutes. If a vector store node became unreachable, these
long timeouts caused significant delays before the system could recover,
negatively impacting high availability.
This change aligns both timeouts with the `request_timeout`
configuration, which defaults to 10 seconds. This allows for much
faster failure detection and recovery, ensuring that unresponsive nodes
are failed over from more quickly.
Vector indexes are going to be supported only for tablets (see VECTOR-322).
As a result, tests using vector indexes will be failing when run with vnodes.
This change ensures tests using vector indexes run exclusively with tablets.
Fixes: VECTOR-49
Closesscylladb/scylladb#26843
This commit introduces TLS encryption support for vector store connections.
A new configuration option is added:
- vector_store_encryption_options.truststore: path to the trust store file
To enable secure connections, use the https:// scheme in the
vector_store_primary_uri/vector_store_secondary_uri configuration options.
Fixes: VECTOR-327
This change adds support for secondary vector store clients, typically
located in different availability zones. Secondary clients serve as
fallback targets when all primary clients are unavailable.
New configuration option allows specifying secondary client addresses
and ports.
Fixes: VECTOR-187
Closesscylladb/scylladb#26484
For an `/ann` search request, a 5xx server response does not
indicate that the node is down. It can signify a transient state, such
as the index full scan being in progress.
Previously, treating a 503 error as a node fault would cause the node
to be incorrectly marked as down, for example, when a new index was
being created. This commit ensures that such errors are treated as
transient search failures, not node failures.
The response was incorrectly parsed as a plain string and compared
directly with C++ string. However, the body contains a JSON string,
which includes escaped quotes that caused comparison failures.
A Vector Store node is now considered down if it returns an HTTP 5xx status.
This can happen, for example, if the node fails to
connect to the database or has not completed its initial full scan.
The logic for marking a node as 'up' is also enhanced. A node is now
only considered up when its status is 'SERVING'.
Introduce dedicated unit tests for the client class to verify existing
functionality and serve as regression tests.
These tests ensure that invalid client requests do not cause nodes to
be marked as down.
Extend the mock server to allow inspecting incoming status requests and
configuring their responses.
This enables client unit tests to simulate various server behaviors,
such as handling node failures and backoff logic.
The `abort_source_timeout` and `repeat_until` functions are moved to
the shared utility header `test/vector_search/utils.hh`.
This allows them to be reused by upcoming `client` unit tests, avoiding
code duplication.
