issue: #44800
This commit enhances the upsert and validation logic to properly handle
nullable Geometry (WKT/WKB) and Timestamptz data types:
- Add ToCompressedFormatNullable support for TimestamptzData,
GeometryWktData, and GeometryData to filter out null values during data
compression
- Implement GenNullableFieldData for Timestamptz and Geometry types to
generate nullable field data structures
- Update FillWithNullValue to handle both GeometryData and
GeometryWktData with null value filling logic
- Add UpdateFieldData support for Timestamptz, GeometryData, and
GeometryWktData field updates
- Comprehensive unit tests covering all new data type handling scenarios
Signed-off-by: Wei Liu <wei.liu@zilliz.com>
Make CDC watch etcd replicate pchannel meta instead of listing them
periodically.
issue: https://github.com/milvus-io/milvus/issues/44123
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Signed-off-by: bigsheeper <yihao.dai@zilliz.com>
issue: #44558, #44123
- Update config(A->C) to A and C, config(B) to B on replicate topology
(A->B,A->C) can remove the B from replicate topology
- Fix some metric error of CDC
Signed-off-by: chyezh <chyezh@outlook.com>
issue: #44746
Support modifying vector index behavior during loading by change/add
aram knowhere.xxx.load.xxx.
Signed-off-by: xianliang.li <xianliang.li@zilliz.com>
Related to #36672
Add accesslog field displaying value length for search/query request may
help developers debug related issues
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Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
issue: #41611
- After enabling streaming arch, channel manager of data coord is a
redundant component.
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Signed-off-by: chyezh <chyezh@outlook.com>
#44212
Also, record metrics only when storageUsageTracking is enabled.
Use MB for scanned_remote counter and scanned_total counter metrics to
avoid overflow.
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Signed-off-by: chasingegg <chao.gao@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.
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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>
1. Use goroutine pool instead of sem.
2. Remove compaction executor from pipeline, since in streaming mode
pipeline should be decoupled from compaction.
issue: https://github.com/milvus-io/milvus/issues/44541
Signed-off-by: bigsheeper <yihao.dai@zilliz.com>
Make default local storage path effective instead of empty when yaml
config file is missing.
issue: https://github.com/milvus-io/milvus/issues/44513
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Signed-off-by: bigsheeper <yihao.dai@zilliz.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.
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Signed-off-by: chyezh <chyezh@outlook.com>
And support set function mode and boost mode when run search with boost.
RandomScore support get random function score between [0, weight).
FunctionMode decide how to calculate boost score for multiple boost
function scores.
BoostMode decide how to calculate final score for origin score and boost
score.
relate: https://github.com/milvus-io/milvus/issues/43867
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Signed-off-by: aoiasd <zhicheng.yue@zilliz.com>
issue: #38666
Add int8 support for autoindex to ensure it can be independently
configured. At the same time, remove the restriction on int8 type for
vectorDiskIndex (note that vectorDiskIndex only determines the building
and loading method of the index, not the index type).
Signed-off-by: xianliang.li <xianliang.li@zilliz.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
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Signed-off-by: xtx <xtianx@smail.nju.edu.cn>
issue: #44373
The current commit implements sparse filtering in query tasks using the
statistical information (Bloom filter/MinMax) of the Primary Key (PK).
The statistical information of the PK is bound to the segment during the
segment loading phase. A new filter has been added to the segment filter
to enable the sparse filtering functionality.
Signed-off-by: jiaqizho <jiaqi.zhou@zilliz.com>
issue: #42032#44212
- special case for warmup param and cell storage size for tiered index
- add a config to enable/disable storage usage tracking
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Signed-off-by: chasingegg <chao.gao@zilliz.com>
issue: #44123
- support replicate message in wal of milvus.
- support CDC-replicate recovery from wal.
- fix some CDC replicator bugs
Signed-off-by: chyezh <chyezh@outlook.com>
issue: #44212
Implement search/query storage usage statistics in go side(result
reduce), only record storage usage in vector search C++ path. Need to be
implemented in query c++ path in next prs.
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Signed-off-by: chasingegg <chao.gao@zilliz.com>
Signed-off-by: marcelo.chen <marcelo.chen@zilliz.com>
Co-authored-by: marcelo.chen <marcelo.chen@zilliz.com>
issue: #44156
Enhance FlushAll functionality to support targeting specific collections
within databases instead of only database-level flushing.
Changes include:
- Add FlushAllTarget message in data_coord.proto for granular targeting
- Support collection-specific flush operations within databases
- Maintain backward compatibility with deprecated db_name field
This enhancement allows users to flush specific collections without
affecting other collections in the same database, providing more precise
control over data persistence operations.
Signed-off-by: Wei Liu <wei.liu@zilliz.com>
issue: #43858
Refactor the balance checker implementation to use priority queues for
managing collection balance operations, improving processing efficiency
and order control.
Changes include:
- Export priority queue interfaces (Item, BaseItem, PriorityQueue)
- Replace collection round-robin with priority-based queue system
- Add BalanceCheckCollectionMaxCount configuration parameter
- Optimize balance task generation with batch processing limits
- Refactor processBalanceQueue method for different strategies
- Enhance test coverage with comprehensive unit tests
The new priority queue system processes collections based on row count
or collection ID order, providing better control over balance operation
priorities and resource utilization.
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Signed-off-by: Wei Liu <wei.liu@zilliz.com>
issue: #43897
- add ddl messages proto and add some message utilities.
- support shard/exclusive resource-key-lock.
- add all ddl callbacks future into broadcast registry.
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Signed-off-by: chyezh <chyezh@outlook.com>