issue: https://github.com/milvus-io/milvus/issues/44399
This PR implements STL_SORT for VARCHAR data type for both RAM and MMAP
mode.
The general idea is that we deduplicate field values and maintains a
posting list for each unique value.
The serialization format of the index is:
```
[unique_count][string_offsets][string_data][post_list_offsets][post_list_data][magic_code]
string_offsets: array of offsets into string_data section
string_data: str_len1, str1, str_len2, str2, ...
post_list_offsets: array of offsets into post_list_data section
post_list_data: post_list_len1, row_id1, row_id2, ..., post_list_len2, row_id1, row_id2, ...
```
---------
Signed-off-by: SpadeA <tangchenjie1210@gmail.com>
Issue: #44518
On branch feature/timestamps
Changes to be committed:
modified: common/common_func.py
new file: milvus_client/test_milvus_client_timestamptz.py
---------
Signed-off-by: Eric Hou <eric.hou@zilliz.com>
Co-authored-by: Eric Hou <eric.hou@zilliz.com>
related issue: #44425
1. split insert.py into a few files: upsert.py, insert.py,
partial_upsert.py ...
2. add test for allow insert auto id
---------
Signed-off-by: yanliang567 <yanliang.qiao@zilliz.com>
The collection not found err could contains db id in err message, which
is not meaningful to users.
This patch make error message wrapping dbname instead of db id.
---------
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
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>
issue: #44373
The current commit implements sparse filtering in query tasks using the
statistical information (Bloom filter/MinMax) of the Primary Key (PK).
The statistical information of the PK is bound to the segment during the
segment loading phase. A new filter has been added to the segment filter
to enable the sparse filtering functionality.
Signed-off-by: jiaqizho <jiaqi.zhou@zilliz.com>
<test>: <add test case for complex json expression
On branch feature/json-shredding
Changes to be committed:
modified: milvus_client/expressions/README.md
modified:
milvus_client/expressions/test_milvus_client_scalar_filtering.py
---------
Signed-off-by: Eric Hou <eric.hou@zilliz.com>
Co-authored-by: Eric Hou <eric.hou@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>
issue: #43590
Migrate collection test cases from TestcaseBase to
TestMilvusClientV2Base
---------
Signed-off-by: Orpheus Wang <orpheus.wang@zilliz.com>
issue: #43590
Migrate collection test cases from TestcaseBase to
TestMilvusClientV2Base
---------
Signed-off-by: Orpheus Wang <orpheus.wang@zilliz.com>
issue: #43590
Migrate collection test cases from TestcaseBase to
TestMilvusClientV2Base
---------
Signed-off-by: Orpheus Wang <orpheus.wang@zilliz.com>
issue: #43590
Migrate collection test cases from TestcaseBase to
TestMilvusClientV2Base
---------
Signed-off-by: Orpheus Wang <orpheus.wang@zilliz.com>
Issue: #43793
Finished migrate all test cases in test_alias.py. Locally tested and
verified.
---------
Signed-off-by: Eric Hou <eric.hou@zilliz.com>
Co-authored-by: Eric Hou <eric.hou@zilliz.com>
issue: #43590
Migrate collection test cases from TestcaseBase to
TestMilvusClientV2Base
@yanliang567
---------
Signed-off-by: Orpheus Wang <orpheus.wang@zilliz.com>
issue: #43590
Migrate collection test cases from TestcaseBase to
TestMilvusClientV2Base
+25 cases in test_milvus_client_collection.py
-27 cases in test_collection.py
@yanliang567
---------
Signed-off-by: Orpheus Wang <orpheus.wang@zilliz.com>
issue: #43590
Migrate duplicate collection name test cases from TestcaseBase to
TestMilvusClientV2Base
@yanliang567
---------
Signed-off-by: Orpheus Wang <orpheus.wang@zilliz.com>
related issue #40698
1. add diskann and hnsw index test
2. update gen_row_data and gen_column_data functions
---------
Signed-off-by: yanliang567 <yanliang.qiao@zilliz.com>
