194 Commits

Author SHA1 Message Date
Buqian Zheng
6c0a80d8c3
enhance: pk binary range in sealed segment to use binary search (#45829)
issue: https://github.com/milvus-io/milvus/discussions/44935
pr: https://github.com/milvus-io/milvus/pull/45328

this pr is to improve pk range op

---------

Signed-off-by: Buqian Zheng <zhengbuqian@gmail.com>
2025-11-26 17:17:08 +08:00
sparknack
0392db6976
enhance: add cancellation checking in each operator and expr (#45354)
issue: #45353

---------

Signed-off-by: Shawn Wang <shawn.wang@zilliz.com>
2025-11-26 10:15:07 +08:00
Bingyi Sun
929cb42fcc
fix: Replace json.doc() calls with json.dom_doc() in JsonContainsExpr (#45573)
issue: https://github.com/milvus-io/milvus/issues/45783
for simdjson ondemand api, a iterator can only be used once. use dom api
to prevent crashes when processing JSON contains operations with
different types.

Signed-off-by: sunby <sunbingyi1992@gmail.com>
2025-11-25 14:15:12 +08:00
Bingyi Sun
275a5b9afc
enhance: optimize term expr performance (#45491)
issue: https://github.com/milvus-io/milvus/issues/45641

---------

Signed-off-by: sunby <sunbingyi1992@gmail.com>
2025-11-21 11:01:05 +08:00
Buqian Zheng
5b85f0e4dc
enhance: updated multiple places where the expr copies the input values in every loop (#45680)
issue: https://github.com/milvus-io/milvus/issues/45679

Signed-off-by: Buqian Zheng <zhengbuqian@gmail.com>
2025-11-20 01:51:07 +08:00
sparknack
16acf8829b
enhance: expr: only prefetch chunks once (#45554)
issue: https://github.com/milvus-io/milvus/issues/43611

Signed-off-by: Shawn Wang <shawn.wang@zilliz.com>
2025-11-18 15:51:41 +08:00
862103595
a0e2fe78f3
enhance: Add ST_IsValid operator implementation for gis (#45501)
issue:#43427

---------

Signed-off-by: xiejh <862103595@qq.com>
2025-11-18 15:09:40 +08:00
sparknack
9d75d0393e
enhance: some optimization of scalar field fetching in tiered storage scenarios (#45360)
issue: #43611

---------

Signed-off-by: Shawn Wang <shawn.wang@zilliz.com>
2025-11-11 17:17:41 +08:00
cai.zhang
e3c1673191
fix: Fix filter geometry for growing with mmap (#45464)
issue: #45450

Signed-off-by: Cai Zhang <cai.zhang@zilliz.com>
2025-11-11 15:39:36 +08:00
Amit Kumar
388d56fdc7
enhance: Add support for minimum_should_match in text_match (parser, engine, client, and tests) (#44988)
### Is there an existing issue for this?

- [x] I have searched the existing issues

---

Please see: https://github.com/milvus-io/milvus/issues/44593 for the
background

This PR makes https://github.com/milvus-io/milvus/pull/44638 redundant,
which can be closed. The PR comments for the original implementation
suggested an alternative and a better approach, this new PR has that
implementation.

---

This PR

- Adds an optional `minimum_should_match` argument to `text_match(...)`
and wires it through the parser, planner/visitor, index bindings, and
client-level tests/examples so full-text queries can require a minimum
number of tokens to match.

Motivation
- Provide a way to require an expression to match a minimum number of
tokens in lexical search.

What changed
- Parser / grammar
- Added grammar rule and token: `MINIMUM_SHOULD_MATCH` and
`textMatchOption` in `internal/parser/planparserv2/Plan.g4`.
- Regenerated parser outputs: `internal/parser/planparserv2/generated/*`
(parser, lexer, visitor, etc.) to support the new rule.
- Planner / visitor
- `parser_visitor.go`: parse and validate the `minimum_should_match`
integer; propagate as an extra value on the `TextMatch` expression so
downstream components receive it.
  - Added `VisitTextMatchOption` visitor method handling.
- Client (Golang)
- Added a unit test to verify `text_match(...,
minimum_should_match=...)` appears in the generated DSL and is accepted
by client code: `client/milvusclient/read_test.go` (new test coverage).
- Added an integration-style test for the feature to the go-client
testcase suite: `tests/go_client/testcases/full_text_search_test.go`
(exercise min=1, min=3, large min).
- Added an example demonstrating `text_match` usage:
`client/milvusclient/read_example_test.go` (example name conforms to
godoc mapping).
- Engine / index
  - Updated C++ index interface: `TextMatchIndex::MatchQuery`
- Added/updated unit tests for the index behavior:
`internal/core/src/index/TextMatchIndexTest.cpp`.
- Tantivy binding 
- Added `match_query_with_minimum` implementation and unit tests to
`internal/core/thirdparty/tantivy/tantivy-binding/src/index_reader_text.rs`
that construct boolean queries with minimum required clauses.



Behavioral / compatibility notes
- This adds an optional argument to `text_match` only; default behavior
(no `minimum_should_match`) is unchanged.
- Internal API change: `TextMatchIndex::MatchQuery` signature changed
(internal component). Callers in the repo were updated accordingly.
- Parser changes required regenerating ANTLR outputs 

Tests and verification
- New/updated tests:
- Go client unit test: `client/milvusclient/read_test.go` (mocked Search
request asserts DSL contains `minimum_should_match=2`).
- Go e2e-style test:
`tests/go_client/testcases/full_text_search_test.go` (exercises min=1, 3
and a large min).
- C++ unit tests for index behavior:
`internal/core/src/index/TextMatchIndexTest.cpp`.
  - Rust binding unit tests for `match_query_with_minimum`.
- Local verification commands to run:
- Go client tests: `cd client && go test ./milvusclient -run ^$` (client
package)
- Go testcases: `cd tests/go_client && go test ./testcases -run
TestTextMatchMinimumShouldMatch` (requires a running Milvus instance)
- C++ unit tests / build: run core build/test per repo instructions (the
change touches core index code).
- Rust binding tests: `cd
internal/core/thirdparty/tantivy/tantivy-binding && cargo test` (if
developing locally).

---------

Signed-off-by: Amit Kumar <amit.kumar@reddit.com>
Co-authored-by: Amit Kumar <amit.kumar@reddit.com>
2025-11-07 16:07:11 +08:00
zhagnlu
59c64bee07
fix: not use json_shredding for json path is null (#45310)
#45284

Signed-off-by: luzhang <luzhang@zilliz.com>
Co-authored-by: luzhang <luzhang@zilliz.com>
2025-11-06 11:43:33 +08:00
cai.zhang
fa3d4ebfbe
fix: Compute the correct batch size for the geometry index of the growing segment (#45253)
issue: #44648

Signed-off-by: Cai Zhang <cai.zhang@zilliz.com>
2025-11-04 20:25:37 +08:00
zhenshan.cao
6327c9a514
fix: Fix bugs related to TimestampTz (#45111)
issue: https://github.com/milvus-io/milvus/issues/44527
https://github.com/milvus-io/milvus/issues/44537
https://github.com/milvus-io/milvus/issues/44538
https://github.com/milvus-io/milvus/issues/44585
https://github.com/milvus-io/milvus/issues/44622

Signed-off-by: zhenshan.cao <zhenshan.cao@zilliz.com>
2025-11-04 16:51:33 +08:00
cai.zhang
ed8ba4a28c
enhance: Make GeometryCache an optional configuration (#45192)
issue: #45187

Signed-off-by: Cai Zhang <cai.zhang@zilliz.com>
2025-11-03 19:59:32 +08:00
Jingsong Yin
0cc79772e7
enhance: Extend SkipIndex with IN/Match support and BloomFilter (#44581)
issue: #44584

---------

Signed-off-by: thekingking <1677273255@qq.com>
2025-10-31 22:39:32 +08:00
Bingyi Sun
52270701ce
feat: use namespace skip index when search (#44888)
issue: #44011

---------

Signed-off-by: sunby <sunbingyi1992@gmail.com>
2025-10-23 12:04:04 +08:00
zhagnlu
730308b1eb
fix: fix not equal not include None (#44959)
#44816

Signed-off-by: luzhang <luzhang@zilliz.com>
Co-authored-by: luzhang <luzhang@zilliz.com>
2025-10-21 17:08:03 +08:00
cai.zhang
b23d75a032
fix: Fix bug for gis function to filter geometry (#44966)
issue: #44961 

This PR fixes 3 geometry related bugs:
1. Implement `ToString` interface for GisFunctionFilter.
2. Ignore GisFunctionFilter `MoveCursor` for growing segment.
3. Don't skip null geometry for building R-Tree index, should be record
in null_offsets.

---------

Signed-off-by: Cai Zhang <cai.zhang@zilliz.com>
2025-10-21 09:52:04 +08:00
Zhen Ye
f98d02b3e1
fix: use short debug string to avoid newline in debug logs (#44925)
issue: #44924

Signed-off-by: chyezh <chyezh@outlook.com>
2025-10-20 10:16:03 +08:00
Bingyi Sun
3ddf9154ab
fix: Fix exists expr for json flat index (#44910)
issue: https://github.com/milvus-io/milvus/issues/44915

Signed-off-by: sunby <sunbingyi1992@gmail.com>
2025-10-19 19:46:07 +08:00
zhagnlu
b7935557e1
fix:unified json exists path semantic (#44916)
#44927

Signed-off-by: luzhang <luzhang@zilliz.com>
Co-authored-by: luzhang <luzhang@zilliz.com>
2025-10-17 16:40:02 +08:00
zhagnlu
ae19c93c14
enhance: remove timestamp filter for search_ids to optimize performance (#44634)
#44352

Signed-off-by: luzhang <luzhang@zilliz.com>
Co-authored-by: luzhang <luzhang@zilliz.com>
2025-10-17 16:10:01 +08:00
cqy123456
822588302a
enhance: embedding_list support mmap in MemVectorIndex (#44764)
issue: https://github.com/milvus-io/milvus/issues/44702

Signed-off-by: cqy123456 <qianya.cheng@zilliz.com>
2025-10-15 15:22:00 +08:00
Spade A
c4f3f0ce4c
feat: impl StructArray -- support more types of vector in STRUCT (#44736)
ref: https://github.com/milvus-io/milvus/issues/42148

---------

Signed-off-by: SpadeA <tangchenjie1210@gmail.com>
Signed-off-by: SpadeA-Tang <tangchenjie1210@gmail.com>
2025-10-15 10:25:59 +08:00
Spade A
b8df1c0cc5
enhance: improve observability in trace for segcore scalar expression (#44260)
Ref https://github.com/milvus-io/milvus/issues/44259

This PR connects the trace between go and segcore, and add full traces
for scalar expression calling chain:
<img width="2418" height="960" alt="image"
src="https://github.com/user-attachments/assets/8cad69d7-bcb7-4002-a4e3-679a3641e229"
/>
<img width="2452" height="850" alt="image"
src="https://github.com/user-attachments/assets/8b44aed0-0f03-48a7-baa0-b022fee994ce"
/>
<img width="2403" height="707" alt="image"
src="https://github.com/user-attachments/assets/cd6f0601-0d5c-4087-8ed8-2385f1bc740b"
/>

---------

Signed-off-by: SpadeA <tangchenjie1210@gmail.com>
2025-10-14 17:15:59 +08:00
zhagnlu
2f178f810f
fix:fix json_contains(path, int) bug (#44814)
#44816

Signed-off-by: luzhang <luzhang@zilliz.com>
Co-authored-by: luzhang <luzhang@zilliz.com>
2025-10-14 00:19:59 +08:00
aoiasd
1b17e16fc7
fix: expr filter return wrong result when skipped (#44778)
relate: https://github.com/milvus-io/milvus/issues/44777
Should return res with false if skipped. But now return vaild[0], it
almost be true.

Signed-off-by: aoiasd <zhicheng.yue@zilliz.com>
2025-10-13 18:33:59 +08:00
zhagnlu
3dd5deb70a
fix:disable using shredding for json_path contains digital (#44724)
#44132

Signed-off-by: luzhang <luzhang@zilliz.com>
Co-authored-by: luzhang <luzhang@zilliz.com>
2025-10-13 17:25:59 +08:00
sparknack
c8a4d6e2ef
enhance: add cachinglayer management for TextMatchIndex (#44741)
issue: #41435, #44502

Signed-off-by: Shawn Wang <shawn.wang@zilliz.com>
2025-10-13 14:37:58 +08:00
aoiasd
09865a5da5
fix: BM25 with boost return result not ordered. (#44744)
relate: https://github.com/milvus-io/milvus/issues/44758
Wrong code which should be `(result.seg_offsets_[i] >= 0 &&
result.seg_offsets_[j] < 0)`, but was `(result.seg_offsets_[j] >= 0 &&
result.seg_offsets_[j] < 0) ` now.
But because all placeholder which was offset -1, will fill with worst
distance value.
For IP, L2 or COSIN, it will be +inf or -inf. So sort distance was
enough.
But when use BM25, it will be NAN. Will case sort out of ordered.

Signed-off-by: aoiasd <zhicheng.yue@zilliz.com>
2025-10-11 17:17:58 +08:00
congqixia
5ece760d73
fix: Pass fs via FileManagerContext when loading index (#44733)
Related to #44615

---------

Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
2025-10-11 09:55:57 +08:00
cai.zhang
aecb46a08b
fix: Skip empty loop for process growing segment (#44606)
issue: #43427 

The GISFunction asserts that the segment_offsets cannot be nullptr. When
size is 0, the segment_offsets is nullptr, so the loop is skiped.

Signed-off-by: Cai Zhang <cai.zhang@zilliz.com>
2025-09-29 21:15:05 +08:00
cai.zhang
19346fa389
feat: Geospatial Data Type and GIS Function support for milvus (#44547)
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>
2025-09-28 19:43:05 +08:00
aoiasd
1b20e956be
enhance: support random score for boost function score (#44214)
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

---------

Signed-off-by: aoiasd <zhicheng.yue@zilliz.com>
2025-09-24 17:50:04 +08:00
zhagnlu
eac16a577c
enhance:support cachelayer for json stats (#44446)
#42533

Signed-off-by: zhagnlu <lu.zhang@zilliz.com>
2025-09-24 15:30:04 +08:00
Tianx
2c0c5ef41e
feat: timestamptz expression & index & timezone (#44080)
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>
2025-09-23 10:24:12 +08:00
Buqian Zheng
846cf52a95
enhance: Remove unused vector plan node subclasses (#44453)
Remove redundant `VectorPlanNode` subclasses and simplify the visitor
pattern by consolidating to a single `VectorPlanNode`.

The previous design used distinct `VectorPlanNode` subclasses and a
templated `VectorVisitorImpl` for type-directed dispatch. However, the
template parameter was not functionally used to implement different
logic for each vector type, making the subclasses redundant for their
intended purpose.

This PR is created by Cursor Agent and manually moved from
https://github.com/zhengbuqian/milvus/pull/14.

Signed-off-by: zhengbuqian <zhengbuqian@gmail.com>
Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: buqian.zheng <buqian.zheng@zilliz.com>
2025-09-22 18:00:27 +08:00
sparknack
ab64afba2f
enhance: add storage resource usage for scalar search (#44414)
issue: #44212

---------

Signed-off-by: Shawn Wang <shawn.wang@zilliz.com>
2025-09-22 14:28:06 +08:00
Gao
d3784c6515
enhance: add storage resource usage for vector search (#44308)
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>
2025-09-19 20:20:02 +08:00
zhagnlu
9b6703626d
fix:fix unescaped bug for json stats (#44421)
#42533

Signed-off-by: luzhang <luzhang@zilliz.com>
Co-authored-by: luzhang <luzhang@zilliz.com>
2025-09-17 20:54:01 +08:00
zhagnlu
baa84e0b2b
fix: avoid mvcc when doing pk compare expr (#44353)
#44352

Signed-off-by: luzhang <luzhang@zilliz.com>
Co-authored-by: luzhang <luzhang@zilliz.com>
2025-09-15 10:17:59 +08:00
zhagnlu
e9bbb6aa9b
fix: fix json_contains bug for stats (#44325)
#42533

Signed-off-by: luzhang <luzhang@zilliz.com>
Co-authored-by: luzhang <luzhang@zilliz.com>
2025-09-15 10:16:07 +08:00
sparknack
4a01c726f3
enhance: cachinglayer: some metric and params update (#44276)
issue: #41435

---------

Signed-off-by: Shawn Wang <shawn.wang@zilliz.com>
2025-09-10 11:03:57 +08:00
zhagnlu
2f8620fa79
fix: fix like failed and add max columns limit (#44233)
#44137

Signed-off-by: luzhang <luzhang@zilliz.com>
Co-authored-by: luzhang <luzhang@zilliz.com>
2025-09-10 10:33:57 +08:00
Chun Han
26a024625d
feat: support search by on json field and dynamic field(#43124) (#43203)
related: #43124

Signed-off-by: MrPresent-Han <chun.han@gmail.com>
Co-authored-by: MrPresent-Han <chun.han@gmail.com>
2025-09-09 21:51:56 +08:00
Spade A
575d490af6
fix: ngram index is mistakenly used for unsopported operations 2 (#44142)
issue: https://github.com/milvus-io/milvus/issues/44020
https://github.com/milvus-io/milvus/pull/43955 only fixed unary
expression
This fixes all expressions and add more tests.

---------

Signed-off-by: SpadeA-Tang <tangchenjie1210@gmail.com>
Signed-off-by: SpadeA <tangchenjie1210@gmail.com>
2025-09-09 19:05:56 +08:00
Buqian Zheng
9bf2b5c10c
enhance: moved more segcore unit test files (#44210)
issue: https://github.com/milvus-io/milvus/issues/43931

---------

Signed-off-by: Buqian Zheng <zhengbuqian@gmail.com>
2025-09-08 10:21:55 +08:00
aoiasd
c71b47b52c
enhance: add internal core latency metric for rescore node (#44010)
For fetching latency of boost.

Signed-off-by: aoiasd <zhicheng.yue@zilliz.com>
2025-09-05 17:37:54 +08:00
Buqian Zheng
ad16441aa0
enhance: removed unused VectorFunction (#44178)
Signed-off-by: Buqian Zheng <zhengbuqian@gmail.com>
2025-09-03 14:37:53 +08:00
Bingyi Sun
0c0630cc38
feat: support dropping index without releasing collection (#42941)
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>
2025-09-02 16:17:52 +08:00