5 Commits

Author SHA1 Message Date
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
Chun Han
412a0eb1c3
fix: httpserver crash for division to zero(#43639) (#43799)
related: #43639

Signed-off-by: MrPresent-Han <chun.han@gmail.com>
Co-authored-by: MrPresent-Han <chun.han@gmail.com>
2025-08-14 14:59:43 +08:00
Chun Han
d72c0357ff
fix: empty hybridsearch result due to one-sub-search empty(#43537) (#43647)
related: #43537

Signed-off-by: MrPresent-Han <chun.han@gmail.com>
Co-authored-by: MrPresent-Han <chun.han@gmail.com>
2025-07-31 19:47:37 +08:00
junjiejiangjjj
4db877f76c
fix: Fix weighted rerank (#43503)
#43478

Signed-off-by: junjie.jiang <junjie.jiang@zilliz.com>
2025-07-23 14:54:53 +08:00
junjiejiangjjj
77f3a1f213
enhance: Add search post pipeline (#43065)
https://github.com/milvus-io/milvus/issues/35856

Signed-off-by: junjiejiangjjj <junjie.jiang@zilliz.com>
2025-07-21 11:10:52 +08:00