related: #45993
This commit extends nullable vector support to the proxy layer,
querynode,
and adds comprehensive validation, search reduce, and field data
handling
for nullable vectors with sparse storage.
Proxy layer changes:
- Update validate_util.go checkAligned() with getExpectedVectorRows()
helper
to validate nullable vector field alignment using valid data count
- Update checkFloatVectorFieldData/checkSparseFloatVectorFieldData for
nullable vector validation with proper row count expectations
- Add FieldDataIdxComputer in typeutil/schema.go for logical-to-physical
index translation during search reduce operations
- Update search_reduce_util.go reduceSearchResultData to use
idxComputers
for correct field data indexing with nullable vectors
- Update task.go, task_query.go, task_upsert.go for nullable vector
handling
- Update msg_pack.go with nullable vector field data processing
QueryNode layer changes:
- Update segments/result.go for nullable vector result handling
- Update segments/search_reduce.go with nullable vector offset
translation
Storage and index changes:
- Update data_codec.go and utils.go for nullable vector serialization
- Update indexcgowrapper/dataset.go and index.go for nullable vector
indexing
Utility changes:
- Add FieldDataIdxComputer struct with Compute() method for efficient
logical-to-physical index mapping across multiple field data
- Update EstimateEntitySize() and AppendFieldData() with fieldIdxs
parameter
- Update funcutil.go with nullable vector support functions
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
* **New Features**
* Full support for nullable vector fields (float, binary, float16,
bfloat16, int8, sparse) across ingest, storage, indexing, search and
retrieval; logical↔physical offset mapping preserves row semantics.
* Client: compaction control and compaction-state APIs.
* **Bug Fixes**
* Improved validation for adding vector fields (nullable + dimension
checks) and corrected search/query behavior for nullable vectors.
* **Chores**
* Persisted validity maps with indexes and on-disk formats.
* **Tests**
* Extensive new and updated end-to-end nullable-vector tests.
<sub>✏️ Tip: You can customize this high-level summary in your review
settings.</sub>
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Signed-off-by: marcelo-cjl <marcelo.chen@zilliz.com>
AddProxyClients now removes clients not in the new snapshot before
adding new ones. This ensures proper cleanup when ProxyWatcher re-watche
etcd.
issue: https://github.com/milvus-io/milvus/issues/46397
Signed-off-by: bigsheeper <yihao.dai@zilliz.com>
Set the auto-appended dynamic field to be nullable with a default value
of empty JSON object `{}`. This allows collections with dynamic schema
to handle rows that don't have any dynamic fields more gracefully,
avoiding potential null reference issues when the dynamic field is not
explicitly set during insert.
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
issue: #43897
also for issue: #46166
add ack_sync_up flag into broadcast message header, which indicates that
whether the broadcast operation is need to be synced up between the
streaming node and the coordinator.
If the ack_sync_up is false, the broadcast operation will be acked once
the recovery storage see the message at current vchannel, the fast ack
operation can be applied to speed up the broadcast operation.
If the ack_sync_up is true, the broadcast operation will be acked after
the checkpoint of current vchannel reach current message.
The fast ack operation can not be applied to speed up the broadcast
operation, because the ack operation need to be synced up with streaming
node.
e.g. if truncate collection operation want to call ack once callback
after the all segment are flushed at current vchannel, it should set the
ack_sync_up to be true.
TODO: current implementation doesn't promise the ack sync up semantic,
it only promise FastAck operation will not be applied, wait for 3.0 to
implement the ack sync up semantic. only for truncate api now.
---------
Signed-off-by: chyezh <chyezh@outlook.com>
issue: #46277
- Update db/collection/partition disk quota metrics when cluster disk
quota changes, since they use cluster quota as default value
- Fix incorrect label "collection" to "partition" in disk quota per
partition watcher
Signed-off-by: Wei Liu <wei.liu@zilliz.com>
This will avoid endless retry CreateDatabase/DropDatabase when
cipherPlugin fails in the new DDL framework.
See also: #45826
---------
Signed-off-by: yangxuan <xuan.yang@zilliz.com>
issue: #45452
- alias/rename related DDL should use database level exclusive lock
- alias cannot use as the resource key of lock, use collection name
instead
- transfer replica should use WAL-based framework
Signed-off-by: chyezh <chyezh@outlook.com>
This causes collection schema properties is empty in datacoord caches,
thus making compaction, indexing, unable to get properties from schema.
See also: #45053, #45159
Signed-off-by: yangxuan <xuan.yang@zilliz.com>
issue: #45403, #45463
- fix the Nightly E2E failures.
- fix the wrong update timetick of altering collection to fix the
related load failure.
Signed-off-by: chyezh <chyezh@outlook.com>
issue: #45080, #45274, #45285
- LoadCollection doesn't ignore the ignorable request, for false field
array.
- CreatIndex doesn't ignore the ignorable request, for wrong index.
- index meta is not thread safe.
- lost parameter check of DDL.
- DDL Ack scheduler may get stuck and DDL is block until next incoming
DDL.
- lost parameter checker of ddl
---------
Signed-off-by: chyezh <chyezh@outlook.com>
issue: #43897
- Alter collection/database is implemented by WAL-based DDL framework
now.
- Support AlterCollection/AlterDatabase in wal now.
- Alter operation can be synced by new CDC now.
- Refactor some UT for alter DDL.
---------
Signed-off-by: chyezh <chyezh@outlook.com>
issue: #43897
- Load/Release collection/partition is implemented by WAL-based DDL
framework now.
- Support AlterLoadConfig/DropLoadConfig in wal now.
- Load/Release operation can be synced by new CDC now.
- Refactor some UT for load/release DDL.
---------
Signed-off-by: chyezh <chyezh@outlook.com>
issue: #43897
- Part of collection/index related DDL is implemented by WAL-based DDL
framework now.
- Support following message type in wal, CreateCollection,
DropCollection, CreatePartition, DropPartition, CreateIndex, AlterIndex,
DropIndex.
- Part of collection/index related DDL can be synced by new CDC now.
- Refactor some UT for collection/index DDL.
- Add Tombstone scheduler to manage the tombstone GC for collection or
partition meta.
- Move the vchannel allocation into streaming pchannel manager.
---------
Signed-off-by: chyezh <chyezh@outlook.com>
relate: https://github.com/milvus-io/milvus/issues/43687
We used to run the temporary analyzer and validate analyzer on the
proxy, but the proxy should not be a computation-heavy node. This PR
move all analyzer calculations to the streaming node.
---------
Signed-off-by: aoiasd <zhicheng.yue@zilliz.com>
issue: #43897
- Alias related DDL is implemented by WAL-based DDL framework now.
- Support following message type in wal AlterAlias, DropAlias.
- Alias DDL can be synced by new CDC now.
- Refactor some UT for Alias DDL.
Signed-off-by: chyezh <chyezh@outlook.com>
issue: #43897
- Database related DDL is implemented by WAL-based DDL framework now.
- Support following message type in wal CreateDatabase, AlterDatabase,
DropDatabase.
- Database DDL can be synced by new CDC now.
- Refactor some UT for Database DDL.
Signed-off-by: chyezh <chyezh@outlook.com>
issue: #43897
- RBAC(Roles/Users/Privileges/Privilege Groups) is implemented by
WAL-based DDL framework now.
- Support following message type in wal `AlterUser`, `DropUser`,
`AlterRole`, `DropRole`, `AlterUserRole`, `DropUserRole`,
`AlterPrivilege`, `DropPrivilege`, `AlterPrivilegeGroup`,
`DropPrivilegeGroup`, `RestoreRBAC`.
- RBAC can be synced by new CDC now.
- Refactor some UT for RBAC.
---------
Signed-off-by: chyezh <chyezh@outlook.com>
The collection not found err could contains db id in err message, which
is not meaningful to users.
This patch make error message wrapping dbname instead of db id.
---------
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
issue: #43427
This pr's main goal is merge #37417 to milvus 2.5 without conflicts.
# Main Goals
1. Create and describe collections with geospatial type
2. Insert geospatial data into the insert binlog
3. Load segments containing geospatial data into memory
4. Enable query and search can display geospatial data
5. Support using GIS funtions like ST_EQUALS in query
6. Support R-Tree index for geometry type
# Solution
1. **Add Type**: Modify the Milvus core by adding a Geospatial type in
both the C++ and Go code layers, defining the Geospatial data structure
and the corresponding interfaces.
2. **Dependency Libraries**: Introduce necessary geospatial data
processing libraries. In the C++ source code, use Conan package
management to include the GDAL library. In the Go source code, add the
go-geom library to the go.mod file.
3. **Protocol Interface**: Revise the Milvus protocol to provide
mechanisms for Geospatial message serialization and deserialization.
4. **Data Pipeline**: Facilitate interaction between the client and
proxy using the WKT format for geospatial data. The proxy will convert
all data into WKB format for downstream processing, providing column
data interfaces, segment encapsulation, segment loading, payload
writing, and cache block management.
5. **Query Operators**: Implement simple display and support for filter
queries. Initially, focus on filtering based on spatial relationships
for a single column of geospatial literal values, providing parsing and
execution for query expressions.Now only support brutal search
7. **Client Modification**: Enable the client to handle user input for
geospatial data and facilitate end-to-end testing.Check the modification
in pymilvus.
---------
Signed-off-by: Yinwei Li <yinwei.li@zilliz.com>
Signed-off-by: Cai Zhang <cai.zhang@zilliz.com>
Co-authored-by: ZhuXi <150327960+Yinwei-Yu@users.noreply.github.com>
issue: #43897
- Return LastConfirmedMessageID when wal append operation.
- Add resource-key-based locker for broadcast-ack operation to protect
the coord state when executing ddl.
- Resource-key-based locker is held until the broadcast operation is
acked.
- ResourceKey support shared and exclusive lock.
- Add FastAck execute ack right away after the broadcast done to speed
up ddl.
- Ack callback will support broadcast message result now.
- Add tombstone for broadcaster to avoid to repeatedly commit DDL and
ABA issue.
---------
Signed-off-by: chyezh <chyezh@outlook.com>
issue: https://github.com/milvus-io/milvus/issues/27467
>My plan is as follows.
>- [x] M1 Create collection with timestamptz field
>- [x] M2 Insert timestamptz field data
>- [x] M3 Retrieve timestamptz field data
>- [x] M4 Implement handoff
>- [x] M5 Implement compare operator
>- [x] M6 Implement extract operator
>- [x] M8 Support database/collection level default timezone
>- [x] M7 Support STL-SORT index for datatype timestamptz
---
The third PR of issue: https://github.com/milvus-io/milvus/issues/27467,
which completes M5, M6, M7, M8 described above.
## M8 Default Timezone
We will be able to use alter_collection() and alter_database() in a
future Python SDK release to modify the default timezone at the
collection or database level.
For insert requests, the timezone will be resolved using the following
order of precedence: String Literal-> Collection Default -> Database
Default.
For retrieval requests, the timezone will be resolved in this order:
Query Parameters -> Collection Default -> Database Default.
In both cases, the final fallback timezone is UTC.
## M5: Comparison Operators
We can now use the following expression format to filter on the
timestamptz field:
- `timestamptz_field [+/- INTERVAL 'interval_string'] {comparison_op}
ISO 'iso_string' `
- The interval_string follows the ISO 8601 duration format, for example:
P1Y2M3DT1H2M3S.
- The iso_string follows the ISO 8601 timestamp format, for example:
2025-01-03T00:00:00+08:00.
- Example expressions: "tsz + INTERVAL 'P0D' != ISO
'2025-01-03T00:00:00+08:00'" or "tsz != ISO
'2025-01-03T00:00:00+08:00'".
## M6: Extract
We will be able to extract sepecific time filed by kwargs in a future
Python SDK release.
The key is `time_fields`, and value should be one or more of "year,
month, day, hour, minute, second, microsecond", seperated by comma or
space. Then the result of each record would be an array of int64.
## M7: Indexing Support
Expressions without interval arithmetic can be accelerated using an
STL-SORT index. However, expressions that include interval arithmetic
cannot be indexed. This is because the result of an interval calculation
depends on the specific timestamp value. For example, adding one month
to a date in February results in a different number of added days than
adding one month to a date in March.
---
After this PR, the input / output type of timestamptz would be iso
string. Timestampz would be stored as timestamptz data, which is int64_t
finally.
> for more information, see https://en.wikipedia.org/wiki/ISO_8601
---------
Signed-off-by: xtx <xtianx@smail.nju.edu.cn>
issue: #44429
Fix the issue where dynamic modification of collection replica count
doesn't take effect due to incorrect parameter usage in load config
parsing.
Changes include:
- Replace DatabaseLevelReplicaNumber with CollectionLevelReplicaNumber
- Replace DatabaseLevelResourceGroups with CollectionLevelResourceGroups
- Update test cases to use correct collection-level constants
- Ensure dynamic replica changes are properly applied to collections
Signed-off-by: Wei Liu <wei.liu@zilliz.com>
Related to #44311
This PR forbids delete `dynamicfield.enable` property and returns user
understandable error message to user.
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
issue: https://github.com/milvus-io/milvus/issues/44011
namespace is an alias for tenant. if this property is enabled, milvus
will add a __namespace_id field.
Modifications in the future will use this property to do compaction and
search.
---------
Signed-off-by: sunby <sunbingyi1992@gmail.com>
Related to #44150
This PR make enabling `dynamic schema` feature for an existing
collection possible.
This related API is to reuse `AlterCollection` and underhood its
redirected to `adding nullable json field`
---------
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
