1. support read and write null in segcore
will store valid_data(use uint8_t type to save memory) in fieldData.
2. support load null
binlog reader read and write data into column(sealed segment),
insertRecord(growing segment). In sealed segment, store valid_data
directly. In growing segment, considering prior implementation and easy
code reading, it covert uint8_t to fbvector<bool>, which may optimize in
future.
3. retrieve valid_data.
parse valid_data in search/query.
#31728
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Signed-off-by: lixinguo <xinguo.li@zilliz.com>
Co-authored-by: lixinguo <xinguo.li@zilliz.com>
add scalar filtering and vector search latency metrics to distinguish
the cost of scalar filtering.
To add metrics in query chain, add a monitor module and move the metric
files from original storage module.
issue: #34780
Signed-off-by: xianliang.li <xianliang.li@zilliz.com>
issue: #29419
* sparse float vector to support raw data mmap
For get vector from chunk cache, I added a unit test but marking it as
skipped due to a known issue. I have tested it locally.
Signed-off-by: Buqian Zheng <zhengbuqian@gmail.com>
This commit adds sparse float vector support to segcore with the
following:
1. data type enum declarations
2. Adds corresponding data structures for handling sparse float vectors
in various scenarios, including:
* FieldData as a bridge between the binlog and the in memory data
structures
* mmap::Column as the in memory representation of a sparse float vector
column of a sealed segment;
* ConcurrentVector as the in memory representation of a sparse float
vector of a growing segment which supports inserts.
3. Adds logic in payload reader/writer to serialize/deserialize from/to
binlog
4. Adds the ability to allow the index node to build sparse float vector
index
5. Adds the ability to allow the query node to build growing index for
growing segment and temp index for sealed segment without index built
This commit also includes some code cleanness, comment improvement, and
some unit tests for sparse vector.
https://github.com/milvus-io/milvus/issues/29419
Signed-off-by: Buqian Zheng <zhengbuqian@gmail.com>
See also #30651
Append operator of `std::filesystem::path` will replace whole path when
the param of "/" operation is an absolute path.
In "All-in-one" mode, this shall cause ChunkCache removing the original
vector data file when building chunk cache during/after load procedure.
This PR changes the ChunkCache path generation logic to a separate
function in which will check whether the file path is absolute or not.
If the file path is absolute, it removes the root path prefix and return
concatenated file path.
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Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
issue: #28521#29732
include
1. list collection's import jobs
2. create a new import job
3. get the progress of an import job
fix:
1. mix the order of dbName & collectionName #29728
2. trace log keep the same as v1
3. support traceID
4. azure precheck, blob name cannot end with / #29703
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Signed-off-by: PowderLi <min.li@zilliz.com>
according to our benchmark, concurrency level 16 is enough to fully
utilize the object storage network bandwidth
Signed-off-by: yah01 <yang.cen@zilliz.com>
Allows proactive warming up of chunk cache. Original vector data will be
asynchronously loaded into the chunk cache during the load process. It
has the potential to significantly reduce query/search latency for a
certain duration after the load, albeit with a concurrent increase in
disk usage.
issue: https://github.com/milvus-io/milvus/issues/30181
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Signed-off-by: bigsheeper <yihao.dai@zilliz.com>
before this, every time writting the index chunk data into the disk,
there are 4 I/O operations:
- open the file
- seek to the offset
- write the data
- close the file
this optimized this to open only once and continiously write all data.
This also makes it concurrent to load the files from object storage
Signed-off-by: yah01 <yang.cen@zilliz.com>
issue: #29672
the storage account need privileges of actions
`Microsoft.Storage/storageAccounts/blobServices/containers/blobs/*` at
least
Signed-off-by: PowderLi <min.li@zilliz.com>
issue: #29494
1. link with install path's libblob-chunk-manager
2. performance of `ShouldBindWith` is better than `ShouldBindBodyWith`
3. the middleware shouldn't read the unrefreshed parameter repeatly
Signed-off-by: PowderLi <min.li@zilliz.com>