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' }, { detail: { type: 'Memory' }, operation: 'Collector' }, ]", ); 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_manhattan ON Document FIELDS items.embedding MTREE DIMENSION 4 DIST MANHATTAN; DEFINE INDEX idx_mtree_embedding_cosine 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(), 3); // let _ = res.remove(0).result?; 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(()) } #[tokio::test] async fn select_where_brut_force_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]; LET $pt = [2,3,4,5]; SELECT id, vector::distance::euclidean(point, $pt) AS dist FROM pts WHERE point <|2,EUCLIDEAN|> $pt; SELECT id, vector::distance::euclidean(point, $pt) AS dist FROM pts WHERE point <|2,EUCLIDEAN|> $pt PARALLEL; 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..4 { let _ = res.remove(0).result?; } for _ in 0..2 { 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: { table: 'pts', }, operation: 'Iterate Table' }, { detail: { reason: 'NO INDEX FOUND' }, operation: 'Fallback' }, { detail: { type: 'Memory' }, operation: 'Collector' }, ]", ); assert_eq!(format!("{:#}", tmp), format!("{:#}", val)); Ok(()) }