issue:https://github.com/milvus-io/milvus/issues/27576
# Main Goals
1. Create and describe collections with geospatial fields, enabling both
client and server to recognize and process geo fields.
2. Insert geospatial data as payload values in the insert binlog, and
print the values for verification.
3. Load segments containing geospatial data into memory.
4. Ensure query outputs can display geospatial data.
5. Support filtering on GIS functions for geospatial columns.
# 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.
6. **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: tasty-gumi <1021989072@qq.com>
Timeout is a bad design for long running tasks, especially using a
static timeout config. We should monitor execution progress and fail the
task if the progress has been stale for a long time.
This pr is a small patch to stop DC from marking compaction tasks
timeout, while still waiting for DN to finish. The design is
self-conflicted. After this pr, mix and L0 compaction are no longer
controlled by DC timeout, but clustering is still under timeout control.
The compaction queue capacity grows larger for priority calc, hence
timeout compactions appears more often, and when timeout, the queuing
tasks will be timeout too, no compaction will success after.
See also: #37108, #37015
---------
Signed-off-by: yangxuan <xuan.yang@zilliz.com>
issue: #36621
1. Add API to access task runtime metrics, including:
- build index task
- compaction task
- import task
- balance (including load/release of segments/channels and some leader
tasks on querycoord)
- sync task
2. Add a debug model to the webpage by using debug=true or debug=false
in the URL query parameters to enable or disable debug mode.
Signed-off-by: jaime <yun.zhang@zilliz.com>
issue: #35576
This pr is to cover those cases when queryHook optimize search params
and make the result size insufficient, add retry search mechanism and
add related metrics for alarming.
---------
Signed-off-by: chasingegg <chao.gao@zilliz.com>
Knowhere introduced FAISS-based HNSQ Flat/SQ/PQ/PRQ. This PR adds param
check in Milvus side.
This PR actually do nothing but let the check pass, since:
1. All indexes param check will be moved to Knowhere recently. @foxspy
2. The index name will be changed from `FAISS_HNSW_xx` to `HNSW_xx`
after QA test. @alexanderguzhva
Signed-off-by: Li Liu <li.liu@zilliz.com>
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>
This PR splits sealed segment to chunked data to avoid unnecessary
memory copy and save memory usage when loading segments so that loading
can be accelerated.
To support rollback to previous version, we add an option
`multipleChunkedEnable` which is false by default.
Signed-off-by: sunby <sunbingyi1992@gmail.com>
issue: #35922
add an enable_tokenizer param to varchar field: must be set to true so
that a varchar field can enable_match or used as input of BM25 function
---------
Signed-off-by: Buqian Zheng <zhengbuqian@gmail.com>
See #36550
This PR made 2 changes:
1. Introducing a prioritization mechanism, if
`dataCoord.compaction.taskPrioritizer` is set to `level`, compaction
tasks are always executed as the priority of L0>Mix>Clustering
2. `dataCoord.compaction.maxParallelTaskNum` now controls the
parallelism of executing tasks, not the task number of queue +
executing.
---------
Signed-off-by: Ted Xu <ted.xu@zilliz.com>
5 percent of free memory is too less for l0 compaction. This pr will
raise it to 50 percent.
See also: #36614
Signed-off-by: yangxuan <xuan.yang@zilliz.com>
1. Optimize import scheduling strategic:
a. Revise slot weights, calculating them based on the number of files
and segments for both import and pre-import tasks.
b. Ensure that the DN executes tasks in ascending order of task ID.
2. Add time cost metric and log.
issue: https://github.com/milvus-io/milvus/issues/36600,
https://github.com/milvus-io/milvus/issues/36518
---------
Signed-off-by: bigsheeper <yihao.dai@zilliz.com>
Native support for Google cloud storage using the Google Cloud Storage
libraries. Authentication is performed using GCS service account
credentials JSON.
Currently, Milvus supports Google Cloud Storage using S3-compatible APIs
via the AWS SDK. This approach has the following limitations:
1. Overhead: Translating requests between S3-compatible APIs and GCS can
introduce additional overhead.
2. Compatibility Limitations: Some features of the original S3 API may
not fully translate or work as expected with GCS.
To address these limitations, This enhancement is needed.
Related Issue: #36212
issue: #35859
This PR introduce two new param: toleranceFactor and checkRequestNum,
after every checkRequestNum request has been assigned, try to compute
querynode's workload score.
if the diff is less than the toleranceFactor, replica selection policy
will fallback to round_robin, which reduce the average cost to about
500ns.
if the diff is larger than the toleranceFactor, replica selection policy
will compute querynode's score to select the target node with smallest
score in every assigment.
---------
Signed-off-by: Wei Liu <wei.liu@zilliz.com>
Related to #35303
This PR add a param item to support change l0 forward behavior from bf
filtering and forward to remote load.
---------
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
fix not append valid data when transfer to insert record and add a tiny
check when in groupBy field.
#35924
Signed-off-by: lixinguo <xinguo.li@zilliz.com>
Co-authored-by: lixinguo <xinguo.li@zilliz.com>
issue: #33744
This PR includes the following changes:
1. Added a new task type to the task scheduler in datacoord: stats task,
which sorts segments by primary key.
2. Implemented segment sorting in indexnode.
3. Added a new field `FieldStatsLog` to SegmentInfo to store token index
information.
---------
Signed-off-by: Cai Zhang <cai.zhang@zilliz.com>
not support nullable==true in vector type. check it when create
collection.
Signed-off-by: lixinguo <xinguo.li@zilliz.com>
Co-authored-by: lixinguo <xinguo.li@zilliz.com>
issue: #35570
milvus support config cache to spped up config access, but only evict
param's cache when param has been updated. but milvus's param may rely
on other param's value, let's say ParamsA relys on paramsB, when paramsB
updated, it will evict paramB's cache, but the paramA's cache still keep
the old value.
This PR evict all config cache to solve the above issue, cause dynamic
update config won't be much frequetly.
Signed-off-by: Wei Liu <wei.liu@zilliz.com>
issue: #33285
- support transaction on single wal.
- last confirmed message id can still be used when enable transaction.
- add fence operation for segment allocation interceptor.
---------
Signed-off-by: chyezh <chyezh@outlook.com>
issue: #29419
* If a sparse vector with 0 non-zero value is inserted, no ANN search on
this sparse vector field will return it as a result. User may retrieve
this row via scalar query or ANN search on another vector field though.
* If the user uses an empty sparse vector as the query vector for a ANN
search, no neighbor will be returned.
Signed-off-by: Buqian Zheng <zhengbuqian@gmail.com>
issue: #35170
This PR enable to set load configs in cluster level, such as replicas
and resource groups. then when load collections will use the load
config.
Signed-off-by: Wei Liu <wei.liu@zilliz.com>
`stackerror` pkg is imported by accident and could be replaced by
cockroachdb errors lib. This PR removes import line and fix this
problem.
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
1.fix compaction task not be cleaned correctly
2.add a new parameter to control compaction gc loop interval
3.remove some useless configs of clustering compaction
bug: #34764
Signed-off-by: wayblink <anyang.wang@zilliz.com>
See also #34746
This PR add segment level field in response of
`GetPersistentSegmentInfo` and `GetQuerySegmentInfo`
---------
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
issue: #33285
- register streaming coord service into datacoord.
- add new streaming node role.
- add global static switch to enable streaming service or not.
Signed-off-by: chyezh <chyezh@outlook.com>
issue: #34798
after we remove the task priority on query coord, to avoid load/release
segment blocked by too much balance task, we limit the balance task size
in each round. at same time, we reduce the balance interval to trigger
balance more frequently.
Signed-off-by: Wei Liu <wei.liu@zilliz.com>
related with #34917
This PR updates the func utils get IP address function to support
getting a IPv6 address if it is available and return it. I've tested
that this works locally when running inside a docker container that has
an IPv6 network address.
This PR should address
https://github.com/milvus-io/milvus/discussions/20217
Thank you for review!
Signed-off-by: David Pichler <david.pichler@grainger.com>
Co-authored-by: David Pichler <david.pichler@grainger.com>
issue: #33285
- make message builder and message conversion type safe
- add adaptor type and function to adapt old msgstream msgpack and
message interface
---------
Signed-off-by: chyezh <chyezh@outlook.com>
Seals the largest growing segment if the total size of growing segments
of each shard exceeds the size threshold(default 4GB). Introducing this
policy can help keep the size of growing segments within a suitable
level, alleviating the pressure on the delegator.
issue: https://github.com/milvus-io/milvus/issues/34554
---------
Signed-off-by: bigsheeper <yihao.dai@zilliz.com>
See also #34670
This PR add quota configuration for l0 segment entry number per
collection. If l0 compaction cannot keep up the insertion/upsertion
rate, this feature could back press the related rate.
---------
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
issue: #34595
When consuming insert data on the delegator node, QueryCoord will move
out some sealed segments to manage its memory usage. After the growing
segment gets flushed, some sealed segments from other workers will be
moved back to the delegator node. To avoid the frequent movement of
segments, we estimate the maximum growing row count and preserve a
fixed-size memory in the delegator node.
---------
Signed-off-by: Wei Liu <wei.liu@zilliz.com>
issue: #33285
- add two grpc resolver (by session and by streaming coord assignment
service)
- add one grpc balancer (by serverID and roundrobin)
- add lazy conn to avoid block by first service discovery
- add some utility function for streaming service
Signed-off-by: chyezh <chyezh@outlook.com>
See also #34574
Add jitter for segment seal proportion to avoid seal operation burst in
short period of time.
This PR also fix license header in paramtable pkg.
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
issue: # #34545
Print warn log instead of check health fail if orphan channel cp meta is
found in health check request.
Signed-off-by: jaime <yun.zhang@zilliz.com>
See also #34483
Some lint issues are introduced due to lack of static check run. This PR
fixes these problems.
---------
Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
issue: #34304
cosine is more widely used in float vectors, and cosine and hamming
distance are 'metrics' which have good geometric properties
Signed-off-by: chasingegg <chao.gao@zilliz.com>
Converting the same msgposition's vchannel to a pchannel multiple times
would result in an invalid pchannel, leading to seek failure and panic.
This PR:
1. Make a copy of msgposition in msgdispatcher.
2. Check if channel is already a pchannel, no further channel conversion
is performed.
issue: https://github.com/milvus-io/milvus/issues/34221
---------
Signed-off-by: bigsheeper <yihao.dai@zilliz.com>
Hao Tan
XuanYang-cn
jaime
foxspy
zhagnlu
SimFG
Gao
yihao.dai
Zhen Ye
Ted Xu
cqy123456
congqixia
liliu-z
Buqian Zheng
Bingyi Sun
aoiasd
Rijin-N
wei liu
Chun Han
Jiquan Long
cai.zhang
smellthemoon
Xiaofan
Reid Chan
presburger
wayblink
David Pichler
Patrick Weizhi Xu