SELECT '[1,2,3]'::halfvec; halfvec --------- [1,2,3] (1 row) SELECT '[-1,-2,-3]'::halfvec; halfvec ------------ [-1,-2,-3] (1 row) SELECT '[1.,2.,3.]'::halfvec; halfvec --------- [1,2,3] (1 row) SELECT ' [ 1, 2 , 3 ] '::halfvec; halfvec --------- [1,2,3] (1 row) SELECT '[1.23456]'::halfvec; halfvec ------------ [1.234375] (1 row) SELECT '[hello,1]'::halfvec; ERROR: invalid input syntax for type halfvec: "[hello,1]" LINE 1: SELECT '[hello,1]'::halfvec; ^ SELECT '[NaN,1]'::halfvec; ERROR: NaN not allowed in halfvec LINE 1: SELECT '[NaN,1]'::halfvec; ^ SELECT '[Infinity,1]'::halfvec; ERROR: infinite value not allowed in halfvec LINE 1: SELECT '[Infinity,1]'::halfvec; ^ SELECT '[-Infinity,1]'::halfvec; ERROR: infinite value not allowed in halfvec LINE 1: SELECT '[-Infinity,1]'::halfvec; ^ SELECT '[65519,-65519]'::halfvec; halfvec ---------------- [65504,-65504] (1 row) SELECT '[65520,-65520]'::halfvec; ERROR: "65520" is out of range for type halfvec LINE 1: SELECT '[65520,-65520]'::halfvec; ^ SELECT '[1e-8,-1e-8]'::halfvec; halfvec --------- [0,-0] (1 row) SELECT '[4e38,1]'::halfvec; ERROR: "4e38" is out of range for type halfvec LINE 1: SELECT '[4e38,1]'::halfvec; ^ SELECT '[1e-46,1]'::halfvec; halfvec --------- [0,1] (1 row) SELECT '[1,2,3'::halfvec; ERROR: invalid input syntax for type halfvec: "[1,2,3" LINE 1: SELECT '[1,2,3'::halfvec; ^ SELECT '[1,2,3]9'::halfvec; ERROR: invalid input syntax for type halfvec: "[1,2,3]9" LINE 1: SELECT '[1,2,3]9'::halfvec; ^ DETAIL: Junk after closing right brace. SELECT '1,2,3'::halfvec; ERROR: invalid input syntax for type halfvec: "1,2,3" LINE 1: SELECT '1,2,3'::halfvec; ^ DETAIL: Vector contents must start with "[". SELECT ''::halfvec; ERROR: invalid input syntax for type halfvec: "" LINE 1: SELECT ''::halfvec; ^ DETAIL: Vector contents must start with "[". SELECT '['::halfvec; ERROR: invalid input syntax for type halfvec: "[" LINE 1: SELECT '['::halfvec; ^ SELECT '[ '::halfvec; ERROR: invalid input syntax for type halfvec: "[ " LINE 1: SELECT '[ '::halfvec; ^ SELECT '[,'::halfvec; ERROR: invalid input syntax for type halfvec: "[," LINE 1: SELECT '[,'::halfvec; ^ SELECT '[]'::halfvec; ERROR: halfvec must have at least 1 dimension LINE 1: SELECT '[]'::halfvec; ^ SELECT '[ ]'::halfvec; ERROR: halfvec must have at least 1 dimension LINE 1: SELECT '[ ]'::halfvec; ^ SELECT '[,]'::halfvec; ERROR: invalid input syntax for type halfvec: "[,]" LINE 1: SELECT '[,]'::halfvec; ^ SELECT '[1,]'::halfvec; ERROR: invalid input syntax for type halfvec: "[1,]" LINE 1: SELECT '[1,]'::halfvec; ^ SELECT '[1a]'::halfvec; ERROR: invalid input syntax for type halfvec: "[1a]" LINE 1: SELECT '[1a]'::halfvec; ^ SELECT '[1,,3]'::halfvec; ERROR: invalid input syntax for type halfvec: "[1,,3]" LINE 1: SELECT '[1,,3]'::halfvec; ^ SELECT '[1, ,3]'::halfvec; ERROR: invalid input syntax for type halfvec: "[1, ,3]" LINE 1: SELECT '[1, ,3]'::halfvec; ^ SELECT '[1,2,3]'::halfvec(3); halfvec --------- [1,2,3] (1 row) SELECT '[1,2,3]'::halfvec(2); ERROR: expected 2 dimensions, not 3 SELECT '[1,2,3]'::halfvec(3, 2); ERROR: invalid type modifier LINE 1: SELECT '[1,2,3]'::halfvec(3, 2); ^ SELECT '[1,2,3]'::halfvec('a'); ERROR: invalid input syntax for type integer: "a" LINE 1: SELECT '[1,2,3]'::halfvec('a'); ^ SELECT '[1,2,3]'::halfvec(0); ERROR: dimensions for type halfvec must be at least 1 LINE 1: SELECT '[1,2,3]'::halfvec(0); ^ SELECT '[1,2,3]'::halfvec(16001); ERROR: dimensions for type halfvec cannot exceed 16000 LINE 1: SELECT '[1,2,3]'::halfvec(16001); ^ SELECT unnest('{"[1,2,3]", "[4,5,6]"}'::halfvec[]); unnest --------- [1,2,3] [4,5,6] (2 rows) SELECT '{"[1,2,3]"}'::halfvec(2)[]; ERROR: expected 2 dimensions, not 3 SELECT '[1,2,3]'::halfvec + '[4,5,6]'; ?column? ---------- [5,7,9] (1 row) SELECT '[65519]'::halfvec + '[65519]'; ERROR: value out of range: overflow SELECT '[1,2]'::halfvec + '[3]'; ERROR: different halfvec dimensions 2 and 1 SELECT '[1,2,3]'::halfvec - '[4,5,6]'; ?column? ------------ [-3,-3,-3] (1 row) SELECT '[-65519]'::halfvec - '[65519]'; ERROR: value out of range: overflow SELECT '[1,2]'::halfvec - '[3]'; ERROR: different halfvec dimensions 2 and 1 SELECT '[1,2,3]'::halfvec * '[4,5,6]'; ?column? ----------- [4,10,18] (1 row) SELECT '[65519]'::halfvec * '[65519]'; ERROR: value out of range: overflow SELECT '[1e-7]'::halfvec * '[1e-7]'; ERROR: value out of range: underflow SELECT '[1,2]'::halfvec * '[3]'; ERROR: different halfvec dimensions 2 and 1 SELECT '[1,2,3]'::halfvec || '[4,5]'; ?column? ------------- [1,2,3,4,5] (1 row) SELECT array_fill(0, ARRAY[16000])::halfvec || '[1]'; ERROR: halfvec cannot have more than 16000 dimensions SELECT '[1,2,3]'::halfvec < '[1,2,3]'; ?column? ---------- f (1 row) SELECT '[1,2,3]'::halfvec < '[1,2]'; ?column? ---------- f (1 row) SELECT '[1,2,3]'::halfvec <= '[1,2,3]'; ?column? ---------- t (1 row) SELECT '[1,2,3]'::halfvec <= '[1,2]'; ?column? ---------- f (1 row) SELECT '[1,2,3]'::halfvec = '[1,2,3]'; ?column? ---------- t (1 row) SELECT '[1,2,3]'::halfvec = '[1,2]'; ?column? ---------- f (1 row) SELECT '[1,2,3]'::halfvec != '[1,2,3]'; ?column? ---------- f (1 row) SELECT '[1,2,3]'::halfvec != '[1,2]'; ?column? ---------- t (1 row) SELECT '[1,2,3]'::halfvec >= '[1,2,3]'; ?column? ---------- t (1 row) SELECT '[1,2,3]'::halfvec >= '[1,2]'; ?column? ---------- t (1 row) SELECT '[1,2,3]'::halfvec > '[1,2,3]'; ?column? ---------- f (1 row) SELECT '[1,2,3]'::halfvec > '[1,2]'; ?column? ---------- t (1 row) SELECT halfvec_cmp('[1,2,3]', '[1,2,3]'); halfvec_cmp ------------- 0 (1 row) SELECT halfvec_cmp('[1,2,3]', '[0,0,0]'); halfvec_cmp ------------- 1 (1 row) SELECT halfvec_cmp('[0,0,0]', '[1,2,3]'); halfvec_cmp ------------- -1 (1 row) SELECT halfvec_cmp('[1,2]', '[1,2,3]'); halfvec_cmp ------------- -1 (1 row) SELECT halfvec_cmp('[1,2,3]', '[1,2]'); halfvec_cmp ------------- 1 (1 row) SELECT halfvec_cmp('[1,2]', '[2,3,4]'); halfvec_cmp ------------- -1 (1 row) SELECT halfvec_cmp('[2,3]', '[1,2,3]'); halfvec_cmp ------------- 1 (1 row) SELECT vector_dims('[1,2,3]'::halfvec); vector_dims ------------- 3 (1 row) SELECT round(l2_norm('[1,1]'::halfvec)::numeric, 5); round --------- 1.41421 (1 row) SELECT l2_norm('[3,4]'::halfvec); l2_norm --------- 5 (1 row) SELECT l2_norm('[0,1]'::halfvec); l2_norm --------- 1 (1 row) SELECT l2_norm('[0,0]'::halfvec); l2_norm --------- 0 (1 row) SELECT l2_norm('[2]'::halfvec); l2_norm --------- 2 (1 row) SELECT l2_distance('[0,0]'::halfvec, '[3,4]'); l2_distance ------------- 5 (1 row) SELECT l2_distance('[0,0]'::halfvec, '[0,1]'); l2_distance ------------- 1 (1 row) SELECT l2_distance('[1,2]'::halfvec, '[3]'); ERROR: different halfvec dimensions 2 and 1 SELECT l2_distance('[1,1,1,1,1,1,1,1,1]'::halfvec, '[1,1,1,1,1,1,1,4,5]'); l2_distance ------------- 5 (1 row) SELECT '[0,0]'::halfvec <-> '[3,4]'; ?column? ---------- 5 (1 row) SELECT inner_product('[1,2]'::halfvec, '[3,4]'); inner_product --------------- 11 (1 row) SELECT inner_product('[1,2]'::halfvec, '[3]'); ERROR: different halfvec dimensions 2 and 1 SELECT inner_product('[65504]'::halfvec, '[65504]'); inner_product --------------- 4290774016 (1 row) SELECT inner_product('[1,1,1,1,1,1,1,1,1]'::halfvec, '[1,2,3,4,5,6,7,8,9]'); inner_product --------------- 45 (1 row) SELECT '[1,2]'::halfvec <#> '[3,4]'; ?column? ---------- -11 (1 row) SELECT cosine_distance('[1,2]'::halfvec, '[2,4]'); cosine_distance ----------------- 0 (1 row) SELECT cosine_distance('[1,2]'::halfvec, '[0,0]'); cosine_distance ----------------- NaN (1 row) SELECT cosine_distance('[1,1]'::halfvec, '[1,1]'); cosine_distance ----------------- 0 (1 row) SELECT cosine_distance('[1,0]'::halfvec, '[0,2]'); cosine_distance ----------------- 1 (1 row) SELECT cosine_distance('[1,1]'::halfvec, '[-1,-1]'); cosine_distance ----------------- 2 (1 row) SELECT cosine_distance('[1,2]'::halfvec, '[3]'); ERROR: different halfvec dimensions 2 and 1 SELECT cosine_distance('[1,1]'::halfvec, '[1.1,1.1]'); cosine_distance ----------------- 0 (1 row) SELECT cosine_distance('[1,1]'::halfvec, '[-1.1,-1.1]'); cosine_distance ----------------- 2 (1 row) SELECT cosine_distance('[1,2,3,4,5,6,7,8,9]'::halfvec, '[1,2,3,4,5,6,7,8,9]'); cosine_distance ----------------- 0 (1 row) SELECT cosine_distance('[1,2,3,4,5,6,7,8,9]'::halfvec, '[-1,-2,-3,-4,-5,-6,-7,-8,-9]'); cosine_distance ----------------- 2 (1 row) SELECT '[1,2]'::halfvec <=> '[2,4]'; ?column? ---------- 0 (1 row) SELECT l1_distance('[0,0]'::halfvec, '[3,4]'); l1_distance ------------- 7 (1 row) SELECT l1_distance('[0,0]'::halfvec, '[0,1]'); l1_distance ------------- 1 (1 row) SELECT l1_distance('[1,2]'::halfvec, '[3]'); ERROR: different halfvec dimensions 2 and 1 SELECT l1_distance('[1,2,3,4,5,6,7,8,9]'::halfvec, '[1,2,3,4,5,6,7,8,9]'); l1_distance ------------- 0 (1 row) SELECT l1_distance('[1,2,3,4,5,6,7,8,9]'::halfvec, '[0,3,2,5,4,7,6,9,8]'); l1_distance ------------- 9 (1 row) SELECT '[0,0]'::halfvec <+> '[3,4]'; ?column? ---------- 7 (1 row) SELECT l2_normalize('[3,4]'::halfvec); l2_normalize ------------------------ [0.60009766,0.7998047] (1 row) SELECT l2_normalize('[3,0]'::halfvec); l2_normalize -------------- [1,0] (1 row) SELECT l2_normalize('[0,0.1]'::halfvec); l2_normalize -------------- [0,1] (1 row) SELECT l2_normalize('[0,0]'::halfvec); l2_normalize -------------- [0,0] (1 row) SELECT l2_normalize('[65504]'::halfvec); l2_normalize -------------- [1] (1 row) SELECT binary_quantize('[1,0,-1]'::halfvec); binary_quantize ----------------- 100 (1 row) SELECT binary_quantize('[0,0.1,-0.2,-0.3,0.4,0.5,0.6,-0.7,0.8,-0.9,1]'::halfvec); binary_quantize ----------------- 01001110101 (1 row) SELECT subvector('[1,2,3,4,5]'::halfvec, 1, 3); subvector ----------- [1,2,3] (1 row) SELECT subvector('[1,2,3,4,5]'::halfvec, 3, 2); subvector ----------- [3,4] (1 row) SELECT subvector('[1,2,3,4,5]'::halfvec, -1, 3); subvector ----------- [1] (1 row) SELECT subvector('[1,2,3,4,5]'::halfvec, 3, 9); subvector ----------- [3,4,5] (1 row) SELECT subvector('[1,2,3,4,5]'::halfvec, 1, 0); ERROR: halfvec must have at least 1 dimension SELECT subvector('[1,2,3,4,5]'::halfvec, 3, -1); ERROR: halfvec must have at least 1 dimension SELECT subvector('[1,2,3,4,5]'::halfvec, -1, 2); ERROR: halfvec must have at least 1 dimension SELECT subvector('[1,2,3,4,5]'::halfvec, 2147483647, 10); ERROR: halfvec must have at least 1 dimension SELECT subvector('[1,2,3,4,5]'::halfvec, 3, 2147483647); subvector ----------- [3,4,5] (1 row) SELECT subvector('[1,2,3,4,5]'::halfvec, -2147483644, 2147483647); subvector ----------- [1,2] (1 row) SELECT avg(v) FROM unnest(ARRAY['[1,2,3]'::halfvec, '[3,5,7]']) v; avg ----------- [2,3.5,5] (1 row) SELECT avg(v) FROM unnest(ARRAY['[1,2,3]'::halfvec, '[3,5,7]', NULL]) v; avg ----------- [2,3.5,5] (1 row) SELECT avg(v) FROM unnest(ARRAY[]::halfvec[]) v; avg ----- (1 row) SELECT avg(v) FROM unnest(ARRAY['[1,2]'::halfvec, '[3]']) v; ERROR: expected 2 dimensions, not 1 SELECT avg(v) FROM unnest(ARRAY['[65504]'::halfvec, '[65504]']) v; avg --------- [65504] (1 row) SELECT halfvec_avg(array_agg(n)) FROM generate_series(1, 16002) n; ERROR: halfvec cannot have more than 16000 dimensions SELECT sum(v) FROM unnest(ARRAY['[1,2,3]'::halfvec, '[3,5,7]']) v; sum ---------- [4,7,10] (1 row) SELECT sum(v) FROM unnest(ARRAY['[1,2,3]'::halfvec, '[3,5,7]', NULL]) v; sum ---------- [4,7,10] (1 row) SELECT sum(v) FROM unnest(ARRAY[]::halfvec[]) v; sum ----- (1 row) SELECT sum(v) FROM unnest(ARRAY['[1,2]'::halfvec, '[3]']) v; ERROR: different halfvec dimensions 2 and 1 SELECT sum(v) FROM unnest(ARRAY['[65504]'::halfvec, '[65504]']) v; ERROR: value out of range: overflow