mirror of
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feat: support multivector on remote table (#2045)
Signed-off-by: BubbleCal <bubble-cal@outlook.com>
This commit is contained in:
BubbleCal
GitHub
306
Cargo.lock
generated
306
Cargo.lock
generated
@@ -588,9 +588,9 @@ dependencies = [
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||||
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||||
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||||
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||||
"recursive",
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||||
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|
||||
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||||
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|
||||
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||||
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|
||||
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||||
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||||
@@ -5450,7 +5428,7 @@ dependencies = [
|
||||
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|
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
@@ -5539,12 +5517,12 @@ dependencies = [
|
||||
|
||||
[[package]]
|
||||
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||||
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||||
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|
||||
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||||
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||||
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|
||||
"proc-macro2",
|
||||
"quote",
|
||||
"syn 2.0.98",
|
||||
@@ -5552,18 +5530,18 @@ dependencies = [
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||||
|
||||
[[package]]
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||||
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||||
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||||
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||||
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|
||||
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||||
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|
||||
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||||
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||||
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||||
dependencies = [
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||||
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|
||||
]
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||||
@@ -5699,7 +5677,7 @@ dependencies = [
|
||||
"quinn-proto",
|
||||
"quinn-udp",
|
||||
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||||
"rustls 0.23.22",
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||||
"rustls 0.23.23",
|
||||
"socket2",
|
||||
"thiserror 2.0.11",
|
||||
"tokio",
|
||||
@@ -5717,7 +5695,7 @@ dependencies = [
|
||||
"rand",
|
||||
"ring",
|
||||
"rustc-hash 2.1.1",
|
||||
"rustls 0.23.22",
|
||||
"rustls 0.23.23",
|
||||
"rustls-pki-types",
|
||||
"slab",
|
||||
"thiserror 2.0.11",
|
||||
@@ -5728,9 +5706,9 @@ dependencies = [
|
||||
|
||||
[[package]]
|
||||
name = "quinn-udp"
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||||
version = "0.5.9"
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||||
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||||
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||||
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||||
dependencies = [
|
||||
"cfg_aliases",
|
||||
"libc",
|
||||
@@ -5826,9 +5804,9 @@ dependencies = [
|
||||
|
||||
[[package]]
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||||
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||||
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||||
checksum = "529468c1335c1c03919960dfefdb1b3648858c20d7ec2d0663e728e4a717efbc"
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||||
dependencies = [
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||||
"bitflags 2.8.0",
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||||
]
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||||
@@ -5972,7 +5950,7 @@ dependencies = [
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||||
"encoding_rs",
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||||
"futures-core",
|
||||
"futures-util",
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||||
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||||
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||||
"http 1.2.0",
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||||
"http-body 1.0.1",
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||||
"http-body-util",
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||||
@@ -5990,7 +5968,7 @@ dependencies = [
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||||
"percent-encoding",
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"pin-project-lite",
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"rustls-pemfile 2.2.0",
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@@ -6043,24 +6021,23 @@ dependencies = [
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||||
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||||
[[package]]
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||||
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||||
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||||
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||||
"libc",
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||||
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||||
"untrusted",
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||||
"windows-sys 0.52.0",
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||||
]
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||||
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||||
[[package]]
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||||
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||||
dependencies = [
|
||||
"bytemuck",
|
||||
"byteorder",
|
||||
@@ -6130,9 +6107,9 @@ dependencies = [
|
||||
|
||||
[[package]]
|
||||
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||||
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||||
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||||
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||||
dependencies = [
|
||||
"log",
|
||||
"once_cell",
|
||||
@@ -6405,15 +6382,6 @@ dependencies = [
|
||||
"serde",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "serde_spanned"
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||||
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||||
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||||
|
||||
[[package]]
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||||
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||||
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||||
@@ -6553,9 +6521,9 @@ dependencies = [
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||||
|
||||
[[package]]
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||||
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checksum = "7fcf8323ef1faaee30a44a340193b1ac6814fd9b7b4e88e9d4519a3e4abe1cfd"
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||||
|
||||
[[package]]
|
||||
name = "smartstring"
|
||||
@@ -6599,12 +6567,6 @@ dependencies = [
|
||||
"windows-sys 0.52.0",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "spin"
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version = "0.9.8"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "6980e8d7511241f8acf4aebddbb1ff938df5eebe98691418c4468d0b72a96a67"
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||||
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||||
[[package]]
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||||
name = "spki"
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version = "0.6.0"
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||||
@@ -6665,9 +6627,9 @@ checksum = "a8f112729512f8e442d81f95a8a7ddf2b7c6b8a1a6f509a95864142b30cab2d3"
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||||
|
||||
[[package]]
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name = "stacker"
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version = "0.1.17"
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checksum = "799c883d55abdb5e98af1a7b3f23b9b6de8ecada0ecac058672d7635eb48ca7b"
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checksum = "1d08feb8f695b465baed819b03c128dc23f57a694510ab1f06c77f763975685e"
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||||
dependencies = [
|
||||
"cc",
|
||||
"cfg-if",
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||||
@@ -6721,12 +6683,6 @@ version = "0.11.1"
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||||
source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "7da8b5736845d9f2fcb837ea5d9e2628564b3b043a70948a3f0b778838c5fb4f"
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||||
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[[package]]
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name = "strum"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "8fec0f0aef304996cf250b31b5a10dee7980c85da9d759361292b8bca5a18f06"
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||||
|
||||
[[package]]
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||||
name = "strum_macros"
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||||
version = "0.25.3"
|
||||
@@ -6740,19 +6696,6 @@ dependencies = [
|
||||
"syn 2.0.98",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "strum_macros"
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version = "0.26.4"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "4c6bee85a5a24955dc440386795aa378cd9cf82acd5f764469152d2270e581be"
|
||||
dependencies = [
|
||||
"heck 0.5.0",
|
||||
"proc-macro2",
|
||||
"quote",
|
||||
"rustversion",
|
||||
"syn 2.0.98",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "subtle"
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version = "2.6.1"
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||||
@@ -7028,9 +6971,9 @@ checksum = "61c41af27dd6d1e27b1b16b489db798443478cef1f06a660c96db617ba5de3b1"
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||||
|
||||
[[package]]
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name = "tempfile"
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version = "3.16.0"
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version = "3.17.1"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "38c246215d7d24f48ae091a2902398798e05d978b24315d6efbc00ede9a8bb91"
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||||
checksum = "22e5a0acb1f3f55f65cc4a866c361b2fb2a0ff6366785ae6fbb5f85df07ba230"
|
||||
dependencies = [
|
||||
"cfg-if",
|
||||
"fastrand",
|
||||
@@ -7241,7 +7184,7 @@ version = "0.26.1"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "5f6d0975eaace0cf0fcadee4e4aaa5da15b5c079146f2cffb67c113be122bf37"
|
||||
dependencies = [
|
||||
"rustls 0.23.22",
|
||||
"rustls 0.23.23",
|
||||
"tokio",
|
||||
]
|
||||
|
||||
@@ -7269,36 +7212,19 @@ dependencies = [
|
||||
"tokio",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "toml"
|
||||
version = "0.8.20"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "cd87a5cdd6ffab733b2f74bc4fd7ee5fff6634124999ac278c35fc78c6120148"
|
||||
dependencies = [
|
||||
"serde",
|
||||
"serde_spanned",
|
||||
"toml_datetime",
|
||||
"toml_edit",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "toml_datetime"
|
||||
version = "0.6.8"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "0dd7358ecb8fc2f8d014bf86f6f638ce72ba252a2c3a2572f2a795f1d23efb41"
|
||||
dependencies = [
|
||||
"serde",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "toml_edit"
|
||||
version = "0.22.23"
|
||||
version = "0.22.24"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "02a8b472d1a3d7c18e2d61a489aee3453fd9031c33e4f55bd533f4a7adca1bee"
|
||||
checksum = "17b4795ff5edd201c7cd6dca065ae59972ce77d1b80fa0a84d94950ece7d1474"
|
||||
dependencies = [
|
||||
"indexmap 2.7.1",
|
||||
"serde",
|
||||
"serde_spanned",
|
||||
"toml_datetime",
|
||||
"winnow",
|
||||
]
|
||||
@@ -7409,9 +7335,9 @@ dependencies = [
|
||||
|
||||
[[package]]
|
||||
name = "typenum"
|
||||
version = "1.17.0"
|
||||
version = "1.18.0"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "42ff0bf0c66b8238c6f3b578df37d0b7848e55df8577b3f74f92a69acceeb825"
|
||||
checksum = "1dccffe3ce07af9386bfd29e80c0ab1a8205a2fc34e4bcd40364df902cfa8f3f"
|
||||
|
||||
[[package]]
|
||||
name = "unicase"
|
||||
@@ -7484,7 +7410,7 @@ dependencies = [
|
||||
"log",
|
||||
"native-tls",
|
||||
"once_cell",
|
||||
"rustls 0.23.22",
|
||||
"rustls 0.23.23",
|
||||
"rustls-pki-types",
|
||||
"serde",
|
||||
"serde_json",
|
||||
@@ -7535,9 +7461,9 @@ checksum = "06abde3611657adf66d383f00b093d7faecc7fa57071cce2578660c9f1010821"
|
||||
|
||||
[[package]]
|
||||
name = "uuid"
|
||||
version = "1.13.1"
|
||||
version = "1.13.2"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "ced87ca4be083373936a67f8de945faa23b6b42384bd5b64434850802c6dccd0"
|
||||
checksum = "8c1f41ffb7cf259f1ecc2876861a17e7142e63ead296f671f81f6ae85903e0d6"
|
||||
dependencies = [
|
||||
"getrandom 0.3.1",
|
||||
"serde",
|
||||
@@ -8055,9 +7981,9 @@ checksum = "589f6da84c646204747d1270a2a5661ea66ed1cced2631d546fdfb155959f9ec"
|
||||
|
||||
[[package]]
|
||||
name = "winnow"
|
||||
version = "0.7.1"
|
||||
version = "0.7.2"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "86e376c75f4f43f44db463cf729e0d3acbf954d13e22c51e26e4c264b4ab545f"
|
||||
checksum = "59690dea168f2198d1a3b0cac23b8063efcd11012f10ae4698f284808c8ef603"
|
||||
dependencies = [
|
||||
"memchr",
|
||||
]
|
||||
|
||||
@@ -10,7 +10,7 @@ use crate::index::IndexStatistics;
|
||||
use crate::query::{QueryRequest, Select, VectorQueryRequest};
|
||||
use crate::table::{AddDataMode, AnyQuery, Filter};
|
||||
use crate::utils::{supported_btree_data_type, supported_vector_data_type};
|
||||
use crate::{DistanceType, Error, Table};
|
||||
use crate::{DistanceType, Error};
|
||||
use arrow_array::RecordBatchReader;
|
||||
use arrow_ipc::reader::FileReader;
|
||||
use arrow_schema::{DataType, SchemaRef};
|
||||
@@ -24,7 +24,7 @@ use http::StatusCode;
|
||||
use lance::arrow::json::{JsonDataType, JsonSchema};
|
||||
use lance::dataset::scanner::DatasetRecordBatchStream;
|
||||
use lance::dataset::{ColumnAlteration, NewColumnTransform, Version};
|
||||
use lance_datafusion::exec::{execute_plan, OneShotExec};
|
||||
use lance_datafusion::exec::OneShotExec;
|
||||
use serde::{Deserialize, Serialize};
|
||||
use tokio::sync::RwLock;
|
||||
|
||||
@@ -205,10 +205,10 @@ impl<S: HttpSend> RemoteTable<S> {
|
||||
}
|
||||
|
||||
fn apply_vector_query_params(
|
||||
mut body: serde_json::Value,
|
||||
body: &mut serde_json::Value,
|
||||
query: &VectorQueryRequest,
|
||||
) -> Result<Vec<serde_json::Value>> {
|
||||
Self::apply_query_params(&mut body, &query.base)?;
|
||||
) -> Result<()> {
|
||||
Self::apply_query_params(body, &query.base)?;
|
||||
|
||||
// Apply general parameters, before we dispatch based on number of query vectors.
|
||||
body["prefilter"] = query.base.prefilter.into();
|
||||
@@ -254,22 +254,21 @@ impl<S: HttpSend> RemoteTable<S> {
|
||||
0 => {
|
||||
// Server takes empty vector, not null or undefined.
|
||||
body["vector"] = serde_json::Value::Array(Vec::new());
|
||||
Ok(vec![body])
|
||||
}
|
||||
1 => {
|
||||
body["vector"] = vector_to_json(&query.query_vector[0])?;
|
||||
Ok(vec![body])
|
||||
}
|
||||
_ => {
|
||||
let mut bodies = Vec::with_capacity(query.query_vector.len());
|
||||
for vector in &query.query_vector {
|
||||
let mut body = body.clone();
|
||||
body["vector"] = vector_to_json(vector)?;
|
||||
bodies.push(body);
|
||||
}
|
||||
Ok(bodies)
|
||||
let vectors = query
|
||||
.query_vector
|
||||
.iter()
|
||||
.map(vector_to_json)
|
||||
.collect::<Result<Vec<_>>>()?;
|
||||
body["vector"] = serde_json::Value::Array(vectors);
|
||||
}
|
||||
}
|
||||
|
||||
Ok(())
|
||||
}
|
||||
|
||||
async fn check_mutable(&self) -> Result<()> {
|
||||
@@ -294,7 +293,7 @@ impl<S: HttpSend> RemoteTable<S> {
|
||||
&self,
|
||||
query: &AnyQuery,
|
||||
_options: QueryExecutionOptions,
|
||||
) -> Result<Vec<Pin<Box<dyn RecordBatchStream + Send>>>> {
|
||||
) -> Result<Pin<Box<dyn RecordBatchStream + Send>>> {
|
||||
let request = self.client.post(&format!("/v1/table/{}/query/", self.name));
|
||||
|
||||
let version = self.current_version().await;
|
||||
@@ -305,28 +304,16 @@ impl<S: HttpSend> RemoteTable<S> {
|
||||
Self::apply_query_params(&mut body, query)?;
|
||||
// Empty vector can be passed if no vector search is performed.
|
||||
body["vector"] = serde_json::Value::Array(Vec::new());
|
||||
|
||||
let request = request.json(&body);
|
||||
|
||||
let (request_id, response) = self.client.send(request, true).await?;
|
||||
|
||||
let stream = self.read_arrow_stream(&request_id, response).await?;
|
||||
Ok(vec![stream])
|
||||
}
|
||||
AnyQuery::VectorQuery(query) => {
|
||||
let bodies = Self::apply_vector_query_params(body, query)?;
|
||||
let mut futures = Vec::with_capacity(bodies.len());
|
||||
for body in bodies {
|
||||
let request = request.try_clone().unwrap().json(&body);
|
||||
let future = async move {
|
||||
let (request_id, response) = self.client.send(request, true).await?;
|
||||
self.read_arrow_stream(&request_id, response).await
|
||||
};
|
||||
futures.push(future);
|
||||
}
|
||||
futures::future::try_join_all(futures).await
|
||||
Self::apply_vector_query_params(&mut body, query)?;
|
||||
}
|
||||
}
|
||||
|
||||
let request = request.json(&body);
|
||||
let (request_id, response) = self.client.send(request, true).await?;
|
||||
let stream = self.read_arrow_stream(&request_id, response).await?;
|
||||
Ok(stream)
|
||||
}
|
||||
}
|
||||
|
||||
@@ -498,18 +485,8 @@ impl<S: HttpSend> BaseTable for RemoteTable<S> {
|
||||
query: &AnyQuery,
|
||||
options: QueryExecutionOptions,
|
||||
) -> Result<Arc<dyn ExecutionPlan>> {
|
||||
let streams = self.execute_query(query, options).await?;
|
||||
|
||||
if streams.len() == 1 {
|
||||
let stream = streams.into_iter().next().unwrap();
|
||||
Ok(Arc::new(OneShotExec::new(stream)))
|
||||
} else {
|
||||
let stream_execs = streams
|
||||
.into_iter()
|
||||
.map(|stream| Arc::new(OneShotExec::new(stream)) as Arc<dyn ExecutionPlan>)
|
||||
.collect();
|
||||
Table::multi_vector_plan(stream_execs)
|
||||
}
|
||||
let stream = self.execute_query(query, options).await?;
|
||||
Ok(Arc::new(OneShotExec::new(stream)))
|
||||
}
|
||||
|
||||
async fn query(
|
||||
@@ -517,24 +494,8 @@ impl<S: HttpSend> BaseTable for RemoteTable<S> {
|
||||
query: &AnyQuery,
|
||||
_options: QueryExecutionOptions,
|
||||
) -> Result<DatasetRecordBatchStream> {
|
||||
let streams = self.execute_query(query, _options).await?;
|
||||
|
||||
if streams.len() == 1 {
|
||||
Ok(DatasetRecordBatchStream::new(
|
||||
streams.into_iter().next().unwrap(),
|
||||
))
|
||||
} else {
|
||||
let stream_execs = streams
|
||||
.into_iter()
|
||||
.map(|stream| Arc::new(OneShotExec::new(stream)) as Arc<dyn ExecutionPlan>)
|
||||
.collect();
|
||||
let plan = Table::multi_vector_plan(stream_execs)?;
|
||||
|
||||
Ok(DatasetRecordBatchStream::new(execute_plan(
|
||||
plan,
|
||||
Default::default(),
|
||||
)?))
|
||||
}
|
||||
let stream = self.execute_query(query, _options).await?;
|
||||
Ok(DatasetRecordBatchStream::new(stream))
|
||||
}
|
||||
async fn update(&self, update: UpdateBuilder) -> Result<u64> {
|
||||
self.check_mutable().await?;
|
||||
@@ -1500,9 +1461,21 @@ mod tests {
|
||||
request.headers().get("Content-Type").unwrap(),
|
||||
JSON_CONTENT_TYPE
|
||||
);
|
||||
let body: serde_json::Value =
|
||||
serde_json::from_slice(request.body().unwrap().as_bytes().unwrap()).unwrap();
|
||||
let query_vectors = body["vector"].as_array().unwrap();
|
||||
assert_eq!(query_vectors.len(), 2);
|
||||
assert_eq!(query_vectors[0].as_array().unwrap().len(), 3);
|
||||
assert_eq!(query_vectors[1].as_array().unwrap().len(), 3);
|
||||
let data = RecordBatch::try_new(
|
||||
Arc::new(Schema::new(vec![Field::new("a", DataType::Int32, false)])),
|
||||
vec![Arc::new(Int32Array::from(vec![1, 2, 3]))],
|
||||
Arc::new(Schema::new(vec![
|
||||
Field::new("a", DataType::Int32, false),
|
||||
Field::new("query_index", DataType::Int32, false),
|
||||
])),
|
||||
vec![
|
||||
Arc::new(Int32Array::from(vec![1, 2, 3, 4, 5, 6])),
|
||||
Arc::new(Int32Array::from(vec![0, 0, 0, 1, 1, 1])),
|
||||
],
|
||||
)
|
||||
.unwrap();
|
||||
let response_body = write_ipc_file(&data);
|
||||
@@ -1519,8 +1492,6 @@ mod tests {
|
||||
.unwrap()
|
||||
.add_query_vector(vec![0.4, 0.5, 0.6])
|
||||
.unwrap();
|
||||
let plan = query.explain_plan(true).await.unwrap();
|
||||
assert!(plan.contains("UnionExec"), "Plan: {}", plan);
|
||||
|
||||
let results = query
|
||||
.execute()
|
||||
|
||||
@@ -1996,8 +1996,8 @@ impl BaseTable for NativeTable {
|
||||
};
|
||||
|
||||
let ds_ref = self.dataset.get().await?;
|
||||
let mut column = query.column.clone();
|
||||
let schema = ds_ref.schema();
|
||||
let mut column = query.column.clone();
|
||||
|
||||
let mut query_vector = query.query_vector.first().cloned();
|
||||
if query.query_vector.len() > 1 {
|
||||
|
||||
Reference in New Issue
Block a user