9 Commits

Author SHA1 Message Date
Buqian Zheng
95a535cb4d
fix: struct reduce incorrect (#46150)
issue: https://github.com/milvus-io/milvus/issues/42148

---------

Signed-off-by: Buqian Zheng <zhengbuqian@gmail.com>
2025-12-08 10:23:11 +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
d6a428e880
feat: impl StructArray -- support create index for vector array (embedding list) and search on it (#43726)
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>
2025-08-20 10:27:46 +08:00
cqy123456
317bbfbf81
enhance: milvus support minhash vector and mhjaccard metric (#42036)
issue:
https://github.com/issues/assigned?issue=milvus-io%7Cmilvus%7C41746

Signed-off-by: cqy123456 <qianya.cheng@zilliz.com>
2025-06-10 14:38:34 +08:00
Buqian Zheng
383350c120
feat: added more checks for function creation check (#36766)
issue: https://github.com/milvus-io/milvus/issues/35853

* BM25 Function now takes no params, k1, b should be passed via index
params
* support BM25 full text search when metric type is not present in
search request
* add more strict validation with functions at collection creation time

Signed-off-by: Buqian Zheng <zhengbuqian@gmail.com>
2024-10-13 17:43:22 +08:00
aoiasd
db34572c56
feat: support load and query with bm25 metric (#36071)
relate: https://github.com/milvus-io/milvus/issues/35853

---------

Signed-off-by: aoiasd <zhicheng.yue@zilliz.com>
2024-10-11 10:23:20 +08:00
Cai Yudong
8dc16b599b
Add binary metric types SUBSTRUCTURE/SUPERSTRUCTURE back (#26766)
Signed-off-by: Yudong Cai <yudong.cai@zilliz.com>
2023-08-31 20:07:00 +08:00
Cai Yudong
9a4761dcc7
Remove binary metrics TANIMOTO/SUPERSTRUCTURE/SUBSTRUCTURE (#25708)
Signed-off-by: Yudong Cai <yudong.cai@zilliz.com>
2023-07-19 16:16:58 +08:00
Cai Yudong
73512c72fd
Remove calc_distance (#25663)
Signed-off-by: Yudong Cai <yudong.cai@zilliz.com>
2023-07-18 14:23:20 +08:00