surrealpatch/lib/tests/vector.rs
2023-11-13 16:11:38 +00:00

147 lines
3.2 KiB
Rust

mod helpers;
mod parse;
use crate::helpers::new_ds;
use parse::Parse;
use surrealdb::dbs::Session;
use surrealdb::err::Error;
use surrealdb::sql::Value;
#[tokio::test]
async fn select_where_mtree_knn() -> Result<(), Error> {
let sql = r"
CREATE pts:1 SET point = [1,2,3,4];
CREATE pts:2 SET point = [4,5,6,7];
CREATE pts:3 SET point = [8,9,10,11];
DEFINE INDEX mt_pts ON pts FIELDS point MTREE DIMENSION 4;
LET $pt = [2,3,4,5];
SELECT id, vector::distance::euclidean(point, $pt) AS dist FROM pts WHERE point <2> $pt;
SELECT id FROM pts WHERE point <2> $pt EXPLAIN;
";
let dbs = new_ds().await?;
let ses = Session::owner().with_ns("test").with_db("test");
let res = &mut dbs.execute(sql, &ses, None).await?;
assert_eq!(res.len(), 7);
//
for _ in 0..5 {
let _ = res.remove(0).result?;
}
let tmp = res.remove(0).result?;
let val = Value::parse(
"[
{
id: pts:1,
dist: 2f
},
{
id: pts:2,
dist: 4f
}
]",
);
assert_eq!(format!("{:#}", tmp), format!("{:#}", val));
let tmp = res.remove(0).result?;
let val = Value::parse(
"[
{
detail: {
plan: {
index: 'mt_pts',
operator: '<2>',
value: [2,3,4,5]
},
table: 'pts',
},
operation: 'Iterate Index'
}
]",
);
assert_eq!(format!("{:#}", tmp), format!("{:#}", val));
Ok(())
}
#[tokio::test]
async fn delete_update_mtree_index() -> Result<(), Error> {
let sql = r"
CREATE pts:1 SET point = [1,2,3,4];
CREATE pts:2 SET point = [4,5,6,7];
CREATE pts:3 SET point = [2,3,4,5];
DEFINE INDEX mt_pts ON pts FIELDS point MTREE DIMENSION 4;
CREATE pts:4 SET point = [8,9,10,11];
DELETE pts:2;
UPDATE pts:3 SET point = [12,13,14,15];
LET $pt = [2,3,4,5];
SELECT id, vector::distance::euclidean(point, $pt) AS dist FROM pts WHERE point <5> $pt ORDER BY dist;
";
let dbs = new_ds().await?;
let ses = Session::owner().with_ns("test").with_db("test");
let res = &mut dbs.execute(sql, &ses, None).await?;
assert_eq!(res.len(), 9);
//
for _ in 0..8 {
let _ = res.remove(0).result?;
}
let tmp = res.remove(0).result?;
let val = Value::parse(
"[
{
dist: 2f,
id: pts:1
},
{
dist: 12f,
id: pts:4
},
{
dist: 20f,
id: pts:3
}
]",
);
assert_eq!(format!("{:#}", tmp), format!("{:#}", val));
Ok(())
}
#[tokio::test]
async fn index_embedding() -> Result<(), Error> {
let sql = r#"
DEFINE INDEX idx_mtree_embedding ON Document FIELDS items.embedding MTREE DIMENSION 4 DIST COSINE;
CREATE ONLY Document:1 CONTENT {
"items": [
{
"content": "apple",
"embedding": [
0.009953570552170277, -0.02680361643433571, -0.018817437812685966,
-0.08697346597909927
]
}
]
};
"#;
let dbs = new_ds().await?;
let ses = Session::owner().with_ns("test").with_db("test");
let res = &mut dbs.execute(sql, &ses, None).await?;
assert_eq!(res.len(), 2);
//
let _ = res.remove(0).result?;
//
let tmp = res.remove(0).result?;
let val = Value::parse(
"{
id: Document:1,
items: [
{
content: 'apple',
embedding: [
0.009953570552170277f,
-0.02680361643433571f,
-0.018817437812685966f,
-0.08697346597909927f
]
}
]
}",
);
assert_eq!(format!("{:#}", tmp), format!("{:#}", val));
Ok(())
}