issue: https://github.com/milvus-io/milvus/issues/45890
ComputePhraseMatchSlop accepts three pararms:
1. A string: query text
2. Some trings: data texts
3. Analyzer params,
Slop will be calculated for the query text with each data text in the
context of phrase match where they are tokenized with tokenizer with
analyzer params.
So two array will be returned:
1. is_match: is phrase match can sucess
2. slop: the related slop if phrase match can sucess, or -1 is cannot.
---------
Signed-off-by: SpadeA <tangchenjie1210@gmail.com>
issue: #46443
Add `Forbidden: true` to all tiered storage related parameters to
prevent runtime configuration changes via etcd. These parameters are
marked as refreshable:"false" but that tag was only documentation - the
actual prevention requires the Forbidden field.
Without this fix, if tiered storage parameters are modified at runtime:
- Go side would read the new values dynamically
- C++ caching layer would still use the old values (set at InitQueryNode
time)
- This mismatch could cause resource tracking issues and anomalies
Signed-off-by: Shawn Wang <shawn.wang@zilliz.com>
Related to #44614
Previous PR: #44666
Bump etcd version in pkg/go.mod to 3.5.23 and update test code
accordingly
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
Related to #46358
Add segment reopen mechanism in QueryCoord to handle segment data
updates when the manifest path changes. This enables QueryNode to reload
segment data without full segment reload, supporting storage v2
incremental updates.
Changes:
- Add ActionTypeReopen action type and LoadScope_Reopen in protobuf
- Track ManifestPath in segment distribution metadata
- Add CheckSegmentDataReady utility to verify segment data matches
target
- Extend getSealedSegmentDiff to detect segments needing reopen
- Create segment reopen tasks when manifest path differs from target
- Block target update until segment data is ready
---------
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>
Related to #44956
This change propagates the useLoonFFI configuration through the import
pipeline to enable LOON FFI usage during data import operations.
Key changes:
- Add use_loon_ffi field to ImportRequest protobuf message
- Add manifest_path field to ImportSegmentInfo for tracking manifest
- Initialize manifest path when creating segments (both import and
growing)
- Pass useLoonFFI flag through NewSyncTask in import tasks
- Simplify pack_writer_v2 by removing GetManifestInfo method and relying
on pre-initialized manifest path from segment creation
- Update segment meta with manifest path after import completion
This allows the import workflow to use the LOON FFI based packed writer
when the common.useLoonFFI configuration is enabled.
---------
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
issue: #46358
This PR implements segment reopening functionality on query nodes,
enabling the application of data or schema changes to already-loaded
segments without requiring a full reload.
### Core (C++)
**New SegmentLoadInfo class**
(`internal/core/src/segcore/SegmentLoadInfo.h/cpp`):
- Encapsulates segment load configuration with structured access
- Implements `ComputeDiff()` to calculate differences between old and
new load states
- Tracks indexes, binlogs, and column groups that need to be loaded or
dropped
- Provides `ConvertFieldIndexInfoToLoadIndexInfo()` for index loading
**ChunkedSegmentSealedImpl modifications**:
- Added `Reopen(const SegmentLoadInfo&)` method to apply incremental
changes based on computed diff
- Refactored `LoadColumnGroups()` and `LoadColumnGroup()` to support
selective loading via field ID map
- Extracted `LoadBatchIndexes()` and `LoadBatchFieldData()` for reusable
batch loading logic
- Added `LoadManifest()` for manifest-based loading path
- Updated all methods to use `SegmentLoadInfo` wrapper instead of direct
proto access
**SegmentGrowingImpl modifications**:
- Added `Reopen()` stub method for interface compliance
**C API additions** (`segment_c.h/cpp`):
- Added `ReopenSegment()` function exposing reopen to Go layer
### Go Side
**QueryNode handlers** (`internal/querynodev2/`):
- Added `HandleReopen()` in handlers.go
- Added `ReopenSegments()` RPC in services.go
**Segment interface** (`internal/querynodev2/segments/`):
- Extended `Segment` interface with `Reopen()` method
- Implemented `Reopen()` in LocalSegment
- Added `Reopen()` to segment loader
**Segcore wrapper** (`internal/util/segcore/`):
- Added `Reopen()` method in segment.go
- Added `ReopenSegmentRequest` in requests.go
### Proto
- Added new fields to support reopen in `query_coord.proto`
---------
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
Related #44956
Add manifest_path field to CreateStatsRequest and propagate it through
the stats task pipeline. This enables stats tasks and text index
building to access segment manifest for storage v2 format operations.
- Add manifest_path field to CreateStatsRequest proto
- Set ManifestPath from segment metadata in DataCoord
- Pass manifest to BuildIndexInfo in stats task builder
- Include manifest in compaction text index creation
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
issue: https://github.com/milvus-io/milvus/issues/42148
For a vector field inside a STRUCT, since a STRUCT can only appear as
the element type of an ARRAY field, the vector field in STRUCT is
effectively an array of vectors, i.e. an embedding list.
Milvus already supports searching embedding lists with metrics whose
names start with the prefix MAX_SIM_.
This PR allows Milvus to search embeddings inside an embedding list
using the same metrics as normal embedding fields. Each embedding in the
list is treated as an independent vector and participates in ANN search.
Further, since STRUCT may contain scalar fields that are highly related
to the embedding field, this PR introduces an element-level filter
expression to refine search results.
The grammar of the element-level filter is:
element_filter(structFieldName, $[subFieldName] == 3)
where $[subFieldName] refers to the value of subFieldName in each
element of the STRUCT array structFieldName.
It can be combined with existing filter expressions, for example:
"varcharField == 'aaa' && element_filter(struct_field, $[struct_int] ==
3)"
A full example:
```
struct_schema = milvus_client.create_struct_field_schema()
struct_schema.add_field("struct_str", DataType.VARCHAR, max_length=65535)
struct_schema.add_field("struct_int", DataType.INT32)
struct_schema.add_field("struct_float_vec", DataType.FLOAT_VECTOR, dim=EMBEDDING_DIM)
schema.add_field(
"struct_field",
datatype=DataType.ARRAY,
element_type=DataType.STRUCT,
struct_schema=struct_schema,
max_capacity=1000,
)
...
filter = "varcharField == 'aaa' && element_filter(struct_field, $[struct_int] == 3 && $[struct_str] == 'abc')"
res = milvus_client.search(
COLLECTION_NAME,
data=query_embeddings,
limit=10,
anns_field="struct_field[struct_float_vec]",
filter=filter,
output_fields=["struct_field[struct_int]", "varcharField"],
)
```
TODO:
1. When an `element_filter` expression is used, a regular filter
expression must also be present. Remove this restriction.
2. Implement `element_filter` expressions in the `query`.
---------
Signed-off-by: SpadeA <tangchenjie1210@gmail.com>
This PR:
1. Define and implement the new FlushAllMessage.
2. Refactor FlushAll to flush the entire cluster.
issue: https://github.com/milvus-io/milvus/issues/45919
---------
Signed-off-by: bigsheeper <yihao.dai@zilliz.com>
issue: #39157
Overview:
Support search by PK by resolving IDs to vectors on Proxy side. Upgrade
go-api to adapt to new proto definitions.
Design:
- Upgrade milvus-proto/go-api to latest master.
- Implement handleIfSearchByPK in Proxy: resolve IDs to vectors via
internal Query, then rewrite SearchRequest.
- Adapt to 'SearchInput' oneof field in SearchRequest across client and
handlers.
- Fix binary vector stride calculation bug in placeholder utils.
Compatibility:
- Old Pymilvus can still work w/o this feature
What is included:
- Dense and Sparse
- Multi vector fields
- Rejection on BM25
What is **not** include:
- Hybrid Search
- EmbeddingList
- Restful API
Signed-off-by: Li Liu <li.liu@zilliz.com>
issue: #46176
- Add checkAligned validation before processing partial update field
data to prevent index out of range panic when field data arrays have
mismatched lengths
- Fix GetNumRowOfFieldDataWithSchema to handle Timestamptz string format
and Geometry WKT format properly
- Add unit tests for empty data array scenarios in partial update
---------
Signed-off-by: Wei Liu <wei.liu@zilliz.com>
Add collection-level granularity to the garbage collector pause/resume
mechanism. Previously, GC pause affected all collections globally. Now
operators can pause GC for specific collections while allowing other
collections to continue normal GC operations.
Changes:
- Add `pausedCollection` concurrent map to track per-collection pause
state
- Extend `Pause()` and `Resume()` methods with `collectionID` parameter
- Add `collectionGCPaused()` helper to check collection pause status
- Skip dropped segment recycling when collection GC is paused
- Update management API to accept optional `collection_id` query
parameter
- Add `GetInt64Value()` utility function for parsing int64 from KV pairs
- Maintain backward compatibility: collectionID <= 0 triggers global
pause
This provides DevOps with finer control over Milvus data lifecycle.
issue: #45941
---------
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
This change fixes the calculation by using timestamp subtraction (WAL
confirmed time - Last replicate time). This ensures the lag metric
immediately spikes when replication is blocked, providing reliable
monitoring.
issue: https://github.com/milvus-io/milvus/issues/46116
Signed-off-by: bigsheeper <yihao.dai@zilliz.com>
relate:https://github.com/milvus-io/milvus/issues/43687
Support use file resource with sync mode.
Auto download or remove file resource to local when user add or remove
file resource.
Sync file resource to node when find new node session.
---------
Signed-off-by: aoiasd <zhicheng.yue@zilliz.com>
issue: #46006
Upgrade apache/pulsar-client-go from v0.15.1 to v0.17.0 to fix send
buffer race condition (apache/pulsar-client-go#1394)
Signed-off-by: Wei Liu <wei.liu@zilliz.com>
issue: #40513
for querynode which return resource exhausted error, add a penalty
duration on it, and suspend loading new resource until penalty duration
expired.
---------
Signed-off-by: Wei Liu <wei.liu@zilliz.com>
Previously, search with highlight only supported using BM25 search text
as the highlight target.
This PR adds support for highlighting with user-defined queries.
relate: https://github.com/milvus-io/milvus/issues/42589
---------
Signed-off-by: aoiasd <zhicheng.yue@zilliz.com>
issue: #45640
- log may be dropped if the underlying file system is busy.
- use async write syncer to avoid the log operation block the milvus
major system.
- remove some log dependency from the until function to avoid
dependency-loop.
---------
Signed-off-by: chyezh <chyezh@outlook.com>
issue: https://github.com/milvus-io/milvus/issues/45691
Add persistent task management for external collections with automatic
detection of external_source and external_spec changes. When source
changes, the system aborts running tasks and creates new ones, ensuring
only one active task per collection. Tasks validate their source on
completion to prevent superseded tasks from committing results.
---------
Signed-off-by: sunby <sunbingyi1992@gmail.com>
This PR adds support for reading data from StorageV2 using manifest
files and the Loon FFI interface during index building, providing an
alternative to the traditional segment insert files approach.
Key changes:
Core C++ changes:
- Add SEGMENT_MANIFEST_KEY and LOON_FFI_PROPERTIES_KEY constants for
manifest handling
- Extend FileManagerContext to carry loon_ffi_properties for FFI
operations
- Update index_c.cpp to pass manifest and loon properties to file
managers for all index types (vector, JSON key, text)
- Implement GetFieldDatasFromManifest() in Util.cpp using Arrow C Stream
interface:
* Create Arrow schema from field metadata
* Initialize FFI reader with manifest content and storage properties
* Import record batches from C data interface
* Convert to FieldData for index building
- Update DiskFileManagerImpl and MemFileManagerImpl to support
manifest-based data reading with fallback to traditional paths
Loon FFI utilities (internal/core/src/storage/loon_ffi/):
- Add ToCStorageConfig() to convert StorageConfig to C-compatible
structure
- Implement GetManifest() to parse manifest JSON and retrieve column
groups via FFI
- Enhance MakePropertiesFromStorageConfig() integration
Storage V2 integration:
- Update milvus-storage dependency from 0883026 to 302143c for latest
FFI support
Protobuf changes:
- Add manifest field to BuildIndexInfo for passing manifest path to C++
layer
Configuration:
- Add common.storageV2.useLoonFFI config option (default: false) for
feature toggle
This change is part of issue #44956 to integrate the StorageV2 FFI
interface as the unified storage layer. The implementation maintains
backward compatibility by checking for manifest presence and falling
back to existing segment insert files approach when manifest is not
provided.
Related issue: #44956
---------
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
Related to #44956
**New Translator (C++)**
- Added `ManifestGroupTranslator`
(`internal/core/src/segcore/storagev2translator/`)
- Translates manifest-based column groups to Milvus internal format
- Implements `GroupCTMeta` interface for chunk-based column access
- Supports both memory and mmap storage modes
- Handles cache warmup policies for vector and scalar data
**ChunkedSegmentSealedImpl**
(`internal/core/src/segcore/ChunkedSegmentSealedImpl.cpp:333`)
- Added `LoadColumnGroups(const std::string& manifest_path)`: Main entry
point for manifest-based loading
- Creates milvus-storage Reader from manifest file
- Parallelizes column group loading using thread pool
- Aggregates loading exceptions and reports errors
- Added `LoadColumnGroup()`: Loads individual column group
- Extracts field IDs from column group metadata
- Creates ManifestGroupTranslator for each column group
- Builds ProxyChunkColumn for field access
- Special handling for timestamp field index construction
**SegmentGrowingImpl**
(`internal/core/src/segcore/SegmentGrowingImpl.cpp`)
- Added similar `LoadColumnGroups()` and `LoadColumnGroup()` methods for
growing segments
- Maintains consistency with sealed segment loading path
Storage FFI Utilities
**loon_ffi/util** (`internal/core/src/storage/loon_ffi/util.cpp`)
- Added `MakeInternalPropertiesFromStorageConfig()`: Converts C storage
config to internal Properties
- Maps all storage configuration fields (S3, GCS, Azure, local)
- Handles SSL, IAM, virtual host settings
- Configures connection timeouts and max connections
- Added `MakeInternalLocalProperies()`: Creates local filesystem
properties
- Added `ToCStorageConfig()`: Converts Go StorageConfig to C
representation
- Added `GetColumnGroups()`: Extracts column groups from manifest file
using Transaction API
Protocol Buffer Changes
**segcore.proto** (`pkg/proto/segcore.proto:121`)
- Added `manifest_path` field to `SegmentLoadInfo` message
- Enables passing manifest file path from Go layer to C++ core
Go Integration
**segment.go** (`internal/util/segcore/segment.go:372`)
- Updated `ConvertToSegcoreSegmentLoadInfo()` to propagate
`ManifestPath` field
- Bridges QueryNode segment load info to Segcore format
---------
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
Related #44956
This commit integrates the Storage V2 FFI (Foreign Function Interface)
interface throughout the Milvus codebase, enabling unified storage
access through the Loon FFI layer. This is a significant step towards
standardizing storage operations across different storage versions.
1. Configuration Support
- **configs/milvus.yaml**: Added `useLoonFFI` configuration flag under
`common.storage.file.splitByAvgSize` section
- Allows runtime toggle between traditional binlog readers and new
FFI-based manifest readers
- Default: `false` (maintains backward compatibility)
2. Core FFI Infrastructure
Enhanced Utilities (internal/core/src/storage/loon_ffi/util.cpp/h)
- **ToCStorageConfig()**: Converts Go's `StorageConfig` to C's
`CStorageConfig` struct for FFI calls
- **GetManifest()**: Parses manifest JSON and retrieves latest column
groups using FFI
- Accepts manifest path with `base_path` and `ver` fields
- Calls `get_latest_column_groups()` FFI function
- Returns column group information as string
- Comprehensive error handling for JSON parsing and FFI errors
3. Dependency Updates
- **internal/core/thirdparty/milvus-storage/CMakeLists.txt**:
- Updated milvus-storage version from `0883026` to `302143c`
- Ensures compatibility with latest FFI interfaces
4. Data Coordinator Changes
All compaction task builders now include manifest path in segment
binlogs:
- **compaction_task_clustering.go**: Added `Manifest:
segInfo.GetManifestPath()` to segment binlogs
- **compaction_task_l0.go**: Added manifest path to both L0 segment
selection and compaction plan building
- **compaction_task_mix.go**: Added manifest path to mixed compaction
segment binlogs
- **meta.go**: Updated metadata completion logic:
- `completeClusterCompactionMutation()`: Set `ManifestPath` in new
segment info
- `completeMixCompactionMutation()`: Preserve manifest path in compacted
segments
- `completeSortCompactionMutation()`: Include manifest path in sorted
segments
5. Data Node Compactor Enhancements
All compactors updated to support dual-mode reading (binlog vs
manifest):
6. Flush & Sync Manager Updates
Pack Writer V2 (pack_writer_v2.go)
- **BulkPackWriterV2.Write()**: Extended return signature to include
`manifest string`
- Implementation:
- Generate manifest path: `path.Join(pack.segmentID, "manifest.json")`
- Write packed data using FFI-based writer
- Return manifest path along with binlogs, deltas, and stats
Task Handling (task.go)
- Updated all sync task result handling to accommodate new manifest
return value
- Ensured backward compatibility for callers not using manifest
7. Go Storage Layer Integration
New Interfaces and Implementations
- **record_reader.go**: Interface for unified record reading across
storage versions
- **record_writer.go**: Interface for unified record writing across
storage versions
- **binlog_record_writer.go**: Concrete implementation for traditional
binlog-based writing
Enhanced Schema Support (schema.go, schema_test.go)
- Schema conversion utilities to support FFI-based storage operations
- Ensures proper Arrow schema mapping for V2 storage
Serialization Updates
- **serde.go, serde_events.go, serde_events_v2.go**: Updated to work
with new reader/writer interfaces
- Test files updated to validate dual-mode serialization
8. Storage V2 Packed Format
FFI Common (storagev2/packed/ffi_common.go)
- Common FFI utilities and type conversions for packed storage format
Packed Writer FFI (storagev2/packed/packed_writer_ffi.go)
- FFI-based implementation of packed writer
- Integrates with Loon storage layer for efficient columnar writes
Packed Reader FFI (storagev2/packed/packed_reader_ffi.go)
- Already existed, now complemented by writer implementation
9. Protocol Buffer Updates
data_coord.proto & datapb/data_coord.pb.go
- Added `manifest` field to compaction segment messages
- Enables passing manifest metadata through compaction pipeline
worker.proto & workerpb/worker.pb.go
- Added compaction parameter for `useLoonFFI` flag
- Allows workers to receive FFI configuration from coordinator
10. Parameter Configuration
component_param.go
- Added `UseLoonFFI` parameter to compaction configuration
- Reads from `common.storage.file.useLoonFFI` config path
- Default: `false` for safe rollout
11. Test Updates
- **clustering_compactor_storage_v2_test.go**: Updated signatures to
handle manifest return value
- **mix_compactor_storage_v2_test.go**: Updated test helpers for
manifest support
- **namespace_compactor_test.go**: Adjusted writer calls to expect
manifest
- **pack_writer_v2_test.go**: Validated manifest generation in pack
writing
This integration follows a **dual-mode approach**:
1. **Legacy Path**: Traditional binlog-based reading/writing (when
`useLoonFFI=false` or no manifest)
2. **FFI Path**: Manifest-based reading/writing through Loon FFI (when
`useLoonFFI=true` and manifest exists)
---------
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
issue: #44369
woodpecker related[ issue:
#59](https://github.com/zilliztech/woodpecker/issues/59)
Refactor the WAL retention logic in Milvus StreamingNode:
- Remove the simple sampling-based truncation mechanism.
- After flush, WAL data is directly truncated.
- The retention control is now delegated to the underlying message queue
(MQ) implementation.
Signed-off-by: tinswzy <zhenyuan.wei@zilliz.com>
https://github.com/milvus-io/milvus/issues/45544
- Add batch_factor configuration parameter (default: 5) to control
embedding provider batch sizes
- Add disable_func_runtime_check property to bypass function validation
during collection creation
- Add database interceptor support for AddCollectionFunction,
AlterCollectionFunction, and DropCollectionFunction requests
Signed-off-by: junjie.jiang <junjie.jiang@zilliz.com>
