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>
This commit optimizes std::vector usage across segcore by adding
reserve() calls where the size is known in advance, reducing memory
reallocations during push_back operations.
Changes:
- TimestampIndex.cpp: Reserve space for prefix_sums and
timestamp_barriers
- SegmentGrowingImpl.cpp: Reserve space for binlog info vectors
- ChunkedSegmentSealedImpl.cpp: Reserve space for futures and field data
vectors
- storagev2translator/GroupChunkTranslator.cpp: Reserve space for
metadata vectors
This improves performance by avoiding multiple memory reallocations when
the vector size is predictable.
issue: https://github.com/milvus-io/milvus/issues/45679
---------
Signed-off-by: Buqian Zheng <zhengbuqian@gmail.com>
1. Array.h: Add output_data(ScalarFieldProto&) overload for both Array
and ArrayView classes
2. Use std::string_view instead of std::string for VARCHAR and GEOMETRY
types to avoid extra string copies
3. Call Reserve(length_) before writing to proto objects to reduce
memory reallocations
a simple test shows those optimizations improve the Array of Varchar
bulk_subscript performance by 20%
issue: https://github.com/milvus-io/milvus/issues/45679
Signed-off-by: Buqian Zheng <zhengbuqian@gmail.com>
Related to #45060
Refactor segment loading architecture to make segments autonomously
manage their own loading process, moving the orchestration logic from Go
(segment_loader.go) to C++ (segcore).
**C++ Layer (segcore):**
- Added `SetLoadInfo()` and `Load()` methods to `SegmentInterface` and
implementations
- Implemented `ChunkedSegmentSealedImpl::Load()` with parallel loading
strategy:
- Separates indexed fields from non-indexed fields
- Loads indexes concurrently using thread pools
- Loads field data for non-indexed fields in parallel
- Implemented `SegmentGrowingImpl::Load()` to convert and load field
data
- Extracted `LoadIndexData()` as a reusable utility function in
`Utils.cpp`
- Added `SegmentLoad()` C binding in `segment_c.cpp`
**Go Layer:**
- Added `Load()` method to segment interfaces
- Updated mock implementations and test interfaces
- Integrated new C++ `SegmentLoad()` binding in Go segment wrapper
---------
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: #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.
---------
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: https://github.com/milvus-io/milvus/issues/42032
- Use bytes to estimate load resource in the whole estimation procedure
- Add num_rows and dim info for vector index to better estimate
- Disable eviction for tiered index's meta
---------
Signed-off-by: chasingegg <chao.gao@zilliz.com>
issue: #42942
This pr includes the following changes:
1. Added checks for index checker in querycoord to generate drop index
tasks
2. Added drop index interface to querynode
3. To avoid search failure after dropping the index, the querynode
allows the use of lazy mode (warmup=disable) to load raw data even when
indexes contain raw data.
4. In segcore, loading the index no longer deletes raw data; instead, it
evicts it.
5. In expr, the index is pinned to prevent concurrent errors.
---------
Signed-off-by: sunby <sunbingyi1992@gmail.com>
#42032
Also, fix the cacheoptfield method to work in storagev2.
Also, change the sparse related interface for knowhere version bump
#43974 .
Also, includes https://github.com/milvus-io/milvus/pull/44046 for metric
lost.
---------
Signed-off-by: chasingegg <chao.gao@zilliz.com>
Signed-off-by: marcelo.chen <marcelo.chen@zilliz.com>
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
Co-authored-by: marcelo.chen <marcelo.chen@zilliz.com>
Co-authored-by: Congqi Xia <congqi.xia@zilliz.com>
Ref https://github.com/milvus-io/milvus/issues/42148
This PR supports create index for vector array (now, only for
`DataType.FLOAT_VECTOR`) and search on it.
The index type supported in this PR is `EMB_LIST_HNSW` and the metric
type is `MAX_SIM` only.
The way to use it:
```python
milvus_client = MilvusClient("xxx:19530")
schema = milvus_client.create_schema(enable_dynamic_field=True, auto_id=True)
...
struct_schema = milvus_client.create_struct_array_field_schema("struct_array_field")
...
struct_schema.add_field("struct_float_vec", DataType.ARRAY_OF_VECTOR, element_type=DataType.FLOAT_VECTOR, dim=128, max_capacity=1000)
...
schema.add_struct_array_field(struct_schema)
index_params = milvus_client.prepare_index_params()
index_params.add_index(field_name="struct_float_vec", index_type="EMB_LIST_HNSW", metric_type="MAX_SIM", index_params={"nlist": 128})
...
milvus_client.create_index(COLLECTION_NAME, schema=schema, index_params=index_params)
```
Note: This PR uses `Lims` to convey offsets of the vector array to
knowhere where vectors of multiple vector arrays are concatenated and we
need offsets to specify which vectors belong to which vector array.
---------
Signed-off-by: SpadeA <tangchenjie1210@gmail.com>
Signed-off-by: SpadeA-Tang <tangchenjie1210@gmail.com>
Related to #43936
This PR:
- Use `folly::SharedMutex` instead of `std::shared_mutex` preventing
starvation
- Use `folly::SharedMutex::WriteHolder/ReadHolder` instead of
std::shared_lock and std::unique_lock to get better performance
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
Related to #43725
This patch add assertion preventing segment reloading same field column.
Also improve the message info when pk already exists.
---------
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
Related to #43660
This patch reduces the unwanted offset&ts entries having same timestamp
of delete record. Under large amount of upsert, this false hit could
increase large amount of memory usage while applying delete.
The next step could be passing a callback to `search_pk_func_` to handle
hit entry streamingly.
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
Related to #43592
When delete records are large, search pk one by one will result into
many `Pincells` call which creates lots of futures.
This patch make search pk execute in batch to reduce this cost.
Also add `GetAllChunks` API to utilize `PinAllCells` to reduce pins.
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
Related to #43584
Directly accessing `fields_` in `get_raw_data` may have race if load vec
index happens concurrently during getting raw data.
This PR make `bulk_subscript` hold shared_ptr of field column prevent
field column being release during reading it.
---------
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
