Merge pull request #71344 from rschu1ze/usearch-2.16

Bump USearch to 2.16.0 and add more tests
2024-11-21 15:12:02 +00:00 · 2024-11-01 19:25:28 +00:00 · 2024-11-01 19:25:28 +00:00 · df285a140e
commit df285a140e
parent 436564e537 3e2d5e508b
5 changed files with 218 additions and 35 deletions
--- a/.gitmodules
+++ b/.gitmodules
@ -332,7 +332,7 @@
 	url = https://github.com/ClickHouse/usearch.git
 [submodule "contrib/SimSIMD"]
 	path = contrib/SimSIMD
-	url = https://github.com/ashvardanian/SimSIMD.git
+	url = https://github.com/ClickHouse/SimSIMD.git
 [submodule "contrib/FP16"]
 	path = contrib/FP16
 	url = https://github.com/Maratyszcza/FP16.git
--- a/contrib/SimSIMD
+++ b/contrib/SimSIMD
@ -1 +1 @@
-Subproject commit ff51434d90c66f916e94ff05b24530b127aa4cff
+Subproject commit 935fef2964bc38e995c5f465b42259a35b8cf0d3
--- a/contrib/usearch
+++ b/contrib/usearch
@ -1 +1 @@
-Subproject commit 1706420acafbd83d852c512dcf343af0a4059e48
+Subproject commit 53799b84ca9ad708b060d0b1cfa5f039371721cd
--- a/tests/queries/0_stateless/02354_vector_search_queries.reference
+++ b/tests/queries/0_stateless/02354_vector_search_queries.reference
@ -67,7 +67,7 @@ Expression (Projection)
            Condition: true
            Parts: 1/1
            Granules: 4/4
-- Non-default quantization
+-- Test all distance metrics x all quantization
 1	[2,3.2]	2.3323807824711897
 4	[2.4,5.2]	3.9999999046325727
 2	[4.2,3.4]	4.427188573446585
@ -75,7 +75,7 @@ Expression (Projection)
  Limit (preliminary LIMIT (without OFFSET))
    Sorting (Sorting for ORDER BY)
      Expression (Before ORDER BY)
-        ReadFromMergeTree (default.tab_f64)
+        ReadFromMergeTree (default.tab_l2_f64)
        Indexes:
          PrimaryKey
            Condition: true
@ -93,7 +93,7 @@ Expression (Projection)
  Limit (preliminary LIMIT (without OFFSET))
    Sorting (Sorting for ORDER BY)
      Expression (Before ORDER BY)
-        ReadFromMergeTree (default.tab_f32)
+        ReadFromMergeTree (default.tab_l2_f32)
        Indexes:
          PrimaryKey
            Condition: true
@ -111,7 +111,7 @@ Expression (Projection)
  Limit (preliminary LIMIT (without OFFSET))
    Sorting (Sorting for ORDER BY)
      Expression (Before ORDER BY)
-        ReadFromMergeTree (default.tab_f16)
+        ReadFromMergeTree (default.tab_l2_f16)
        Indexes:
          PrimaryKey
            Condition: true
@ -129,7 +129,7 @@ Expression (Projection)
  Limit (preliminary LIMIT (without OFFSET))
    Sorting (Sorting for ORDER BY)
      Expression (Before ORDER BY)
-        ReadFromMergeTree (default.tab_bf16)
+        ReadFromMergeTree (default.tab_l2_bf16)
        Indexes:
          PrimaryKey
            Condition: true
@ -147,7 +147,97 @@ Expression (Projection)
  Limit (preliminary LIMIT (without OFFSET))
    Sorting (Sorting for ORDER BY)
      Expression (Before ORDER BY)
-        ReadFromMergeTree (default.tab_i8)
+        ReadFromMergeTree (default.tab_l2_i8)
+        Indexes:
+          PrimaryKey
+            Condition: true
+            Parts: 1/1
+            Granules: 4/4
+          Skip
+            Name: idx
+            Description: vector_similarity GRANULARITY 2
+            Parts: 1/1
+            Granules: 3/4
+6	[1,9.3]	0.005731362878640178
+4	[2.4,5.2]	0.09204062768384846
+1	[2,3.2]	0.15200169244542905
+Expression (Projection)
+  Limit (preliminary LIMIT (without OFFSET))
+    Sorting (Sorting for ORDER BY)
+      Expression (Before ORDER BY)
+        ReadFromMergeTree (default.tab_cos_f64)
+        Indexes:
+          PrimaryKey
+            Condition: true
+            Parts: 1/1
+            Granules: 4/4
+          Skip
+            Name: idx
+            Description: vector_similarity GRANULARITY 2
+            Parts: 1/1
+            Granules: 3/4
+6	[1,9.3]	0.005731362878640178
+4	[2.4,5.2]	0.09204062768384846
+1	[2,3.2]	0.15200169244542905
+Expression (Projection)
+  Limit (preliminary LIMIT (without OFFSET))
+    Sorting (Sorting for ORDER BY)
+      Expression (Before ORDER BY)
+        ReadFromMergeTree (default.tab_cos_f32)
+        Indexes:
+          PrimaryKey
+            Condition: true
+            Parts: 1/1
+            Granules: 4/4
+          Skip
+            Name: idx
+            Description: vector_similarity GRANULARITY 2
+            Parts: 1/1
+            Granules: 3/4
+6	[1,9.3]	0.005731362878640178
+4	[2.4,5.2]	0.09204062768384846
+1	[2,3.2]	0.15200169244542905
+Expression (Projection)
+  Limit (preliminary LIMIT (without OFFSET))
+    Sorting (Sorting for ORDER BY)
+      Expression (Before ORDER BY)
+        ReadFromMergeTree (default.tab_cos_f16)
+        Indexes:
+          PrimaryKey
+            Condition: true
+            Parts: 1/1
+            Granules: 4/4
+          Skip
+            Name: idx
+            Description: vector_similarity GRANULARITY 2
+            Parts: 1/1
+            Granules: 3/4
+6	[1,9.3]	0.005731362878640178
+4	[2.4,5.2]	0.09204062768384846
+1	[2,3.2]	0.15200169244542905
+Expression (Projection)
+  Limit (preliminary LIMIT (without OFFSET))
+    Sorting (Sorting for ORDER BY)
+      Expression (Before ORDER BY)
+        ReadFromMergeTree (default.tab_cos_bf16)
+        Indexes:
+          PrimaryKey
+            Condition: true
+            Parts: 1/1
+            Granules: 4/4
+          Skip
+            Name: idx
+            Description: vector_similarity GRANULARITY 2
+            Parts: 1/1
+            Granules: 3/4
+6	[1,9.3]	0.005731362878640178
+4	[2.4,5.2]	0.09204062768384846
+1	[2,3.2]	0.15200169244542905
+Expression (Projection)
+  Limit (preliminary LIMIT (without OFFSET))
+    Sorting (Sorting for ORDER BY)
+      Expression (Before ORDER BY)
+        ReadFromMergeTree (default.tab_cos_i8)
        Indexes:
          PrimaryKey
            Condition: true
--- a/tests/queries/0_stateless/02354_vector_search_queries.sql
+++ b/tests/queries/0_stateless/02354_vector_search_queries.sql
@ -81,88 +81,181 @@ SETTINGS max_limit_for_ann_queries = 2; -- LIMIT 3 > 2 --> don't use the ann ind

 DROP TABLE tab;

-SELECT '-- Non-default quantization';
-CREATE TABLE tab_f64(id Int32, vec Array(Float32), INDEX idx vec TYPE vector_similarity('hnsw', 'L2Distance', 'f64', 0, 0) GRANULARITY 2) ENGINE = MergeTree ORDER BY id SETTINGS index_granularity = 3;
-CREATE TABLE tab_f32(id Int32, vec Array(Float32), INDEX idx vec TYPE vector_similarity('hnsw', 'L2Distance', 'f32', 0, 0) GRANULARITY 2) ENGINE = MergeTree ORDER BY id SETTINGS index_granularity = 3;
-CREATE TABLE tab_f16(id Int32, vec Array(Float32), INDEX idx vec TYPE vector_similarity('hnsw', 'L2Distance', 'f16', 0, 0) GRANULARITY 2) ENGINE = MergeTree ORDER BY id SETTINGS index_granularity = 3;
-CREATE TABLE tab_bf16(id Int32, vec Array(Float32), INDEX idx vec TYPE vector_similarity('hnsw', 'L2Distance', 'bf16', 0, 0) GRANULARITY 2) ENGINE = MergeTree ORDER BY id SETTINGS index_granularity = 3;
-CREATE TABLE tab_i8(id Int32, vec Array(Float32), INDEX idx vec TYPE vector_similarity('hnsw', 'L2Distance', 'i8', 0, 0) GRANULARITY 2) ENGINE = MergeTree ORDER BY id SETTINGS index_granularity = 3;
-INSERT INTO tab_f64 VALUES (0, [4.6, 2.3]), (1, [2.0, 3.2]), (2, [4.2, 3.4]), (3, [5.3, 2.9]), (4, [2.4, 5.2]), (5, [5.3, 2.3]), (6, [1.0, 9.3]), (7, [5.5, 4.7]), (8, [6.4, 3.5]), (9, [5.3, 2.5]), (10, [6.4, 3.4]), (11, [6.4, 3.2]);
-INSERT INTO tab_f32 VALUES (0, [4.6, 2.3]), (1, [2.0, 3.2]), (2, [4.2, 3.4]), (3, [5.3, 2.9]), (4, [2.4, 5.2]), (5, [5.3, 2.3]), (6, [1.0, 9.3]), (7, [5.5, 4.7]), (8, [6.4, 3.5]), (9, [5.3, 2.5]), (10, [6.4, 3.4]), (11, [6.4, 3.2]);
-INSERT INTO tab_f16 VALUES (0, [4.6, 2.3]), (1, [2.0, 3.2]), (2, [4.2, 3.4]), (3, [5.3, 2.9]), (4, [2.4, 5.2]), (5, [5.3, 2.3]), (6, [1.0, 9.3]), (7, [5.5, 4.7]), (8, [6.4, 3.5]), (9, [5.3, 2.5]), (10, [6.4, 3.4]), (11, [6.4, 3.2]);
-INSERT INTO tab_bf16 VALUES (0, [4.6, 2.3]), (1, [2.0, 3.2]), (2, [4.2, 3.4]), (3, [5.3, 2.9]), (4, [2.4, 5.2]), (5, [5.3, 2.3]), (6, [1.0, 9.3]), (7, [5.5, 4.7]), (8, [6.4, 3.5]), (9, [5.3, 2.5]), (10, [6.4, 3.4]), (11, [6.4, 3.2]);
-INSERT INTO tab_i8 VALUES (0, [4.6, 2.3]), (1, [2.0, 3.2]), (2, [4.2, 3.4]), (3, [5.3, 2.9]), (4, [2.4, 5.2]), (5, [5.3, 2.3]), (6, [1.0, 9.3]), (7, [5.5, 4.7]), (8, [6.4, 3.5]), (9, [5.3, 2.5]), (10, [6.4, 3.4]), (11, [6.4, 3.2]);
+SELECT '-- Test all distance metrics x all quantization';
+
+DROP TABLE IF EXISTS tab_l2_f64;
+DROP TABLE IF EXISTS tab_l2_f32;
+DROP TABLE IF EXISTS tab_l2_f16;
+DROP TABLE IF EXISTS tab_l2_bf16;
+DROP TABLE IF EXISTS tab_l2_i8;
+DROP TABLE IF EXISTS tab_cos_f64;
+DROP TABLE IF EXISTS tab_cos_f32;
+DROP TABLE IF EXISTS tab_cos_f16;
+DROP TABLE IF EXISTS tab_cos_bf16;
+DROP TABLE IF EXISTS tab_cos_i8;
+
+CREATE TABLE tab_l2_f64(id Int32, vec Array(Float32), INDEX idx vec TYPE vector_similarity('hnsw', 'L2Distance', 'f64', 0, 0) GRANULARITY 2) ENGINE = MergeTree ORDER BY id SETTINGS index_granularity = 3;
+CREATE TABLE tab_l2_f32(id Int32, vec Array(Float32), INDEX idx vec TYPE vector_similarity('hnsw', 'L2Distance', 'f32', 0, 0) GRANULARITY 2) ENGINE = MergeTree ORDER BY id SETTINGS index_granularity = 3;
+CREATE TABLE tab_l2_f16(id Int32, vec Array(Float32), INDEX idx vec TYPE vector_similarity('hnsw', 'L2Distance', 'f16', 0, 0) GRANULARITY 2) ENGINE = MergeTree ORDER BY id SETTINGS index_granularity = 3;
+CREATE TABLE tab_l2_bf16(id Int32, vec Array(Float32), INDEX idx vec TYPE vector_similarity('hnsw', 'L2Distance', 'bf16', 0, 0) GRANULARITY 2) ENGINE = MergeTree ORDER BY id SETTINGS index_granularity = 3;
+CREATE TABLE tab_l2_i8(id Int32, vec Array(Float32), INDEX idx vec TYPE vector_similarity('hnsw', 'L2Distance', 'i8', 0, 0) GRANULARITY 2) ENGINE = MergeTree ORDER BY id SETTINGS index_granularity = 3;
+CREATE TABLE tab_cos_f64(id Int32, vec Array(Float32), INDEX idx vec TYPE vector_similarity('hnsw', 'cosineDistance', 'f64', 0, 0) GRANULARITY 2) ENGINE = MergeTree ORDER BY id SETTINGS index_granularity = 3;
+CREATE TABLE tab_cos_f32(id Int32, vec Array(Float32), INDEX idx vec TYPE vector_similarity('hnsw', 'cosineDistance', 'f32', 0, 0) GRANULARITY 2) ENGINE = MergeTree ORDER BY id SETTINGS index_granularity = 3;
+CREATE TABLE tab_cos_f16(id Int32, vec Array(Float32), INDEX idx vec TYPE vector_similarity('hnsw', 'cosineDistance', 'f16', 0, 0) GRANULARITY 2) ENGINE = MergeTree ORDER BY id SETTINGS index_granularity = 3;
+CREATE TABLE tab_cos_bf16(id Int32, vec Array(Float32), INDEX idx vec TYPE vector_similarity('hnsw', 'cosineDistance', 'bf16', 0, 0) GRANULARITY 2) ENGINE = MergeTree ORDER BY id SETTINGS index_granularity = 3;
+CREATE TABLE tab_cos_i8(id Int32, vec Array(Float32), INDEX idx vec TYPE vector_similarity('hnsw', 'cosineDistance', 'i8', 0, 0) GRANULARITY 2) ENGINE = MergeTree ORDER BY id SETTINGS index_granularity = 3;
+
+INSERT INTO tab_l2_f64 VALUES (0, [4.6, 2.3]), (1, [2.0, 3.2]), (2, [4.2, 3.4]), (3, [5.3, 2.9]), (4, [2.4, 5.2]), (5, [5.3, 2.3]), (6, [1.0, 9.3]), (7, [5.5, 4.7]), (8, [6.4, 3.5]), (9, [5.3, 2.5]), (10, [6.4, 3.4]), (11, [6.4, 3.2]);
+INSERT INTO tab_l2_f32 VALUES (0, [4.6, 2.3]), (1, [2.0, 3.2]), (2, [4.2, 3.4]), (3, [5.3, 2.9]), (4, [2.4, 5.2]), (5, [5.3, 2.3]), (6, [1.0, 9.3]), (7, [5.5, 4.7]), (8, [6.4, 3.5]), (9, [5.3, 2.5]), (10, [6.4, 3.4]), (11, [6.4, 3.2]);
+INSERT INTO tab_l2_f16 VALUES (0, [4.6, 2.3]), (1, [2.0, 3.2]), (2, [4.2, 3.4]), (3, [5.3, 2.9]), (4, [2.4, 5.2]), (5, [5.3, 2.3]), (6, [1.0, 9.3]), (7, [5.5, 4.7]), (8, [6.4, 3.5]), (9, [5.3, 2.5]), (10, [6.4, 3.4]), (11, [6.4, 3.2]);
+INSERT INTO tab_l2_bf16 VALUES (0, [4.6, 2.3]), (1, [2.0, 3.2]), (2, [4.2, 3.4]), (3, [5.3, 2.9]), (4, [2.4, 5.2]), (5, [5.3, 2.3]), (6, [1.0, 9.3]), (7, [5.5, 4.7]), (8, [6.4, 3.5]), (9, [5.3, 2.5]), (10, [6.4, 3.4]), (11, [6.4, 3.2]);
+INSERT INTO tab_l2_i8 VALUES (0, [4.6, 2.3]), (1, [2.0, 3.2]), (2, [4.2, 3.4]), (3, [5.3, 2.9]), (4, [2.4, 5.2]), (5, [5.3, 2.3]), (6, [1.0, 9.3]), (7, [5.5, 4.7]), (8, [6.4, 3.5]), (9, [5.3, 2.5]), (10, [6.4, 3.4]), (11, [6.4, 3.2]);
+INSERT INTO tab_cos_f64 VALUES (0, [4.6, 2.3]), (1, [2.0, 3.2]), (2, [4.2, 3.4]), (3, [5.3, 2.9]), (4, [2.4, 5.2]), (5, [5.3, 2.3]), (6, [1.0, 9.3]), (7, [5.5, 4.7]), (8, [6.4, 3.5]), (9, [5.3, 2.5]), (10, [6.4, 3.4]), (11, [6.4, 3.2]);
+INSERT INTO tab_cos_f32 VALUES (0, [4.6, 2.3]), (1, [2.0, 3.2]), (2, [4.2, 3.4]), (3, [5.3, 2.9]), (4, [2.4, 5.2]), (5, [5.3, 2.3]), (6, [1.0, 9.3]), (7, [5.5, 4.7]), (8, [6.4, 3.5]), (9, [5.3, 2.5]), (10, [6.4, 3.4]), (11, [6.4, 3.2]);
+INSERT INTO tab_cos_f16 VALUES (0, [4.6, 2.3]), (1, [2.0, 3.2]), (2, [4.2, 3.4]), (3, [5.3, 2.9]), (4, [2.4, 5.2]), (5, [5.3, 2.3]), (6, [1.0, 9.3]), (7, [5.5, 4.7]), (8, [6.4, 3.5]), (9, [5.3, 2.5]), (10, [6.4, 3.4]), (11, [6.4, 3.2]);
+INSERT INTO tab_cos_bf16 VALUES (0, [4.6, 2.3]), (1, [2.0, 3.2]), (2, [4.2, 3.4]), (3, [5.3, 2.9]), (4, [2.4, 5.2]), (5, [5.3, 2.3]), (6, [1.0, 9.3]), (7, [5.5, 4.7]), (8, [6.4, 3.5]), (9, [5.3, 2.5]), (10, [6.4, 3.4]), (11, [6.4, 3.2]);
+INSERT INTO tab_cos_i8 VALUES (0, [4.6, 2.3]), (1, [2.0, 3.2]), (2, [4.2, 3.4]), (3, [5.3, 2.9]), (4, [2.4, 5.2]), (5, [5.3, 2.3]), (6, [1.0, 9.3]), (7, [5.5, 4.7]), (8, [6.4, 3.5]), (9, [5.3, 2.5]), (10, [6.4, 3.4]), (11, [6.4, 3.2]);

 WITH [0.0, 2.0] AS reference_vec
 SELECT id, vec, L2Distance(vec, reference_vec)
-FROM tab_f64
+FROM tab_l2_f64
 ORDER BY L2Distance(vec, reference_vec)
 LIMIT 3;

 EXPLAIN indexes = 1
 WITH [0.0, 2.0] AS reference_vec
 SELECT id, vec, L2Distance(vec, reference_vec)
-FROM tab_f64
+FROM tab_l2_f64
 ORDER BY L2Distance(vec, reference_vec)
 LIMIT 3;

 WITH [0.0, 2.0] AS reference_vec
 SELECT id, vec, L2Distance(vec, reference_vec)
-FROM tab_f32
+FROM tab_l2_f32
 ORDER BY L2Distance(vec, reference_vec)
 LIMIT 3;

 EXPLAIN indexes = 1
 WITH [0.0, 2.0] AS reference_vec
 SELECT id, vec, L2Distance(vec, reference_vec)
-FROM tab_f32
+FROM tab_l2_f32
 ORDER BY L2Distance(vec, reference_vec)
 LIMIT 3;

 WITH [0.0, 2.0] AS reference_vec
 SELECT id, vec, L2Distance(vec, reference_vec)
-FROM tab_f16
+FROM tab_l2_f16
 ORDER BY L2Distance(vec, reference_vec)
 LIMIT 3;

 EXPLAIN indexes = 1
 WITH [0.0, 2.0] AS reference_vec
 SELECT id, vec, L2Distance(vec, reference_vec)
-FROM tab_f16
+FROM tab_l2_f16
 ORDER BY L2Distance(vec, reference_vec)
 LIMIT 3;

 WITH [0.0, 2.0] AS reference_vec
 SELECT id, vec, L2Distance(vec, reference_vec)
-FROM tab_bf16
+FROM tab_l2_bf16
 ORDER BY L2Distance(vec, reference_vec)
 LIMIT 3;

 EXPLAIN indexes = 1
 WITH [0.0, 2.0] AS reference_vec
 SELECT id, vec, L2Distance(vec, reference_vec)
-FROM tab_bf16
+FROM tab_l2_bf16
 ORDER BY L2Distance(vec, reference_vec)
 LIMIT 3;

 WITH [0.0, 2.0] AS reference_vec
 SELECT id, vec, L2Distance(vec, reference_vec)
-FROM tab_i8
+FROM tab_l2_i8
 ORDER BY L2Distance(vec, reference_vec)
 LIMIT 3;

 EXPLAIN indexes = 1
 WITH [0.0, 2.0] AS reference_vec
 SELECT id, vec, L2Distance(vec, reference_vec)
-FROM tab_i8
+FROM tab_l2_i8
 ORDER BY L2Distance(vec, reference_vec)
 LIMIT 3;

-DROP TABLE tab_f64;
-DROP TABLE tab_f32;
-DROP TABLE tab_f16;
-DROP TABLE tab_bf16;
-DROP TABLE tab_i8;
+WITH [0.0, 2.0] AS reference_vec
+SELECT id, vec, cosineDistance(vec, reference_vec)
+FROM tab_cos_f64
+ORDER BY cosineDistance(vec, reference_vec)
+LIMIT 3;
+
+EXPLAIN indexes = 1
+WITH [0.0, 2.0] AS reference_vec
+SELECT id, vec, cosineDistance(vec, reference_vec)
+FROM tab_cos_f64
+ORDER BY cosineDistance(vec, reference_vec)
+LIMIT 3;
+
+WITH [0.0, 2.0] AS reference_vec
+SELECT id, vec, cosineDistance(vec, reference_vec)
+FROM tab_cos_f32
+ORDER BY cosineDistance(vec, reference_vec)
+LIMIT 3;
+
+EXPLAIN indexes = 1
+WITH [0.0, 2.0] AS reference_vec
+SELECT id, vec, cosineDistance(vec, reference_vec)
+FROM tab_cos_f32
+ORDER BY cosineDistance(vec, reference_vec)
+LIMIT 3;
+
+WITH [0.0, 2.0] AS reference_vec
+SELECT id, vec, cosineDistance(vec, reference_vec)
+FROM tab_cos_f16
+ORDER BY cosineDistance(vec, reference_vec)
+LIMIT 3;
+
+EXPLAIN indexes = 1
+WITH [0.0, 2.0] AS reference_vec
+SELECT id, vec, cosineDistance(vec, reference_vec)
+FROM tab_cos_f16
+ORDER BY cosineDistance(vec, reference_vec)
+LIMIT 3;
+
+WITH [0.0, 2.0] AS reference_vec
+SELECT id, vec, cosineDistance(vec, reference_vec)
+FROM tab_cos_bf16
+ORDER BY cosineDistance(vec, reference_vec)
+LIMIT 3;
+
+EXPLAIN indexes = 1
+WITH [0.0, 2.0] AS reference_vec
+SELECT id, vec, cosineDistance(vec, reference_vec)
+FROM tab_cos_bf16
+ORDER BY cosineDistance(vec, reference_vec)
+LIMIT 3;
+
+WITH [0.0, 2.0] AS reference_vec
+SELECT id, vec, cosineDistance(vec, reference_vec)
+FROM tab_cos_i8
+ORDER BY cosineDistance(vec, reference_vec)
+LIMIT 3;
+
+EXPLAIN indexes = 1
+WITH [0.0, 2.0] AS reference_vec
+SELECT id, vec, cosineDistance(vec, reference_vec)
+FROM tab_cos_i8
+ORDER BY cosineDistance(vec, reference_vec)
+LIMIT 3;
+
+DROP TABLE tab_l2_f64;
+DROP TABLE tab_l2_f32;
+DROP TABLE tab_l2_f16;
+DROP TABLE tab_l2_bf16;
+DROP TABLE tab_l2_i8;
+DROP TABLE tab_cos_f64;
+DROP TABLE tab_cos_f32;
+DROP TABLE tab_cos_f16;
+DROP TABLE tab_cos_bf16;
+DROP TABLE tab_cos_i8;

 SELECT '-- Index on Array(Float64) column';
 CREATE TABLE tab(id Int32, vec Array(Float64), INDEX idx vec TYPE vector_similarity('hnsw', 'L2Distance') GRANULARITY 2) ENGINE = MergeTree ORDER BY id SETTINGS index_granularity = 3;