-- complain if script is sourced in psql, rather than via CREATE EXTENSION \echo Use "CREATE EXTENSION vector" to load this file. \quit -- vector type CREATE TYPE vector; CREATE FUNCTION vector_in(cstring, oid, integer) RETURNS vector AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_out(vector) RETURNS cstring AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_typmod_in(cstring[]) RETURNS integer AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_recv(internal, oid, integer) RETURNS vector AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_send(vector) RETURNS bytea AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE TYPE vector ( INPUT = vector_in, OUTPUT = vector_out, TYPMOD_IN = vector_typmod_in, RECEIVE = vector_recv, SEND = vector_send, STORAGE = external ); -- vector functions CREATE FUNCTION l2_distance(vector, vector) RETURNS float8 AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION inner_product(vector, vector) RETURNS float8 AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION cosine_distance(vector, vector) RETURNS float8 AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION l1_distance(vector, vector) RETURNS float8 AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_dims(vector) RETURNS integer AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_norm(vector) RETURNS float8 AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION l2_normalize(vector) RETURNS vector AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION binary_quantize(vector) RETURNS bit AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION subvector(vector, int, int) RETURNS vector AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; -- vector private functions CREATE FUNCTION vector_add(vector, vector) RETURNS vector AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_sub(vector, vector) RETURNS vector AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_mul(vector, vector) RETURNS vector AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_concat(vector, vector) RETURNS vector AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_lt(vector, vector) RETURNS bool AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_le(vector, vector) RETURNS bool AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_eq(vector, vector) RETURNS bool AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_ne(vector, vector) RETURNS bool AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_ge(vector, vector) RETURNS bool AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_gt(vector, vector) RETURNS bool AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_cmp(vector, vector) RETURNS int4 AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_l2_squared_distance(vector, vector) RETURNS float8 AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_negative_inner_product(vector, vector) RETURNS float8 AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_spherical_distance(vector, vector) RETURNS float8 AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_accum(double precision[], vector) RETURNS double precision[] AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_avg(double precision[]) RETURNS vector AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_combine(double precision[], double precision[]) RETURNS double precision[] AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; -- vector aggregates CREATE AGGREGATE avg(vector) ( SFUNC = vector_accum, STYPE = double precision[], FINALFUNC = vector_avg, COMBINEFUNC = vector_combine, INITCOND = '{0}', PARALLEL = SAFE ); CREATE AGGREGATE sum(vector) ( SFUNC = vector_add, STYPE = vector, COMBINEFUNC = vector_add, PARALLEL = SAFE ); -- vector cast functions CREATE FUNCTION vector(vector, integer, boolean) RETURNS vector AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION array_to_vector(integer[], integer, boolean) RETURNS vector AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION array_to_vector(real[], integer, boolean) RETURNS vector AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION array_to_vector(double precision[], integer, boolean) RETURNS vector AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION array_to_vector(numeric[], integer, boolean) RETURNS vector AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_to_float4(vector, integer, boolean) RETURNS real[] AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; -- vector casts CREATE CAST (vector AS vector) WITH FUNCTION vector(vector, integer, boolean) AS IMPLICIT; CREATE CAST (vector AS real[]) WITH FUNCTION vector_to_float4(vector, integer, boolean) AS IMPLICIT; CREATE CAST (integer[] AS vector) WITH FUNCTION array_to_vector(integer[], integer, boolean) AS ASSIGNMENT; CREATE CAST (real[] AS vector) WITH FUNCTION array_to_vector(real[], integer, boolean) AS ASSIGNMENT; CREATE CAST (double precision[] AS vector) WITH FUNCTION array_to_vector(double precision[], integer, boolean) AS ASSIGNMENT; CREATE CAST (numeric[] AS vector) WITH FUNCTION array_to_vector(numeric[], integer, boolean) AS ASSIGNMENT; -- vector operators CREATE OPERATOR <-> ( LEFTARG = vector, RIGHTARG = vector, PROCEDURE = l2_distance, COMMUTATOR = '<->' ); CREATE OPERATOR <#> ( LEFTARG = vector, RIGHTARG = vector, PROCEDURE = vector_negative_inner_product, COMMUTATOR = '<#>' ); CREATE OPERATOR <=> ( LEFTARG = vector, RIGHTARG = vector, PROCEDURE = cosine_distance, COMMUTATOR = '<=>' ); CREATE OPERATOR <+> ( LEFTARG = vector, RIGHTARG = vector, PROCEDURE = l1_distance, COMMUTATOR = '<+>' ); CREATE OPERATOR + ( LEFTARG = vector, RIGHTARG = vector, PROCEDURE = vector_add, COMMUTATOR = + ); CREATE OPERATOR - ( LEFTARG = vector, RIGHTARG = vector, PROCEDURE = vector_sub ); CREATE OPERATOR * ( LEFTARG = vector, RIGHTARG = vector, PROCEDURE = vector_mul, COMMUTATOR = * ); CREATE OPERATOR || ( LEFTARG = vector, RIGHTARG = vector, PROCEDURE = vector_concat ); CREATE OPERATOR < ( LEFTARG = vector, RIGHTARG = vector, PROCEDURE = vector_lt, COMMUTATOR = > , NEGATOR = >= , RESTRICT = scalarltsel, JOIN = scalarltjoinsel ); CREATE OPERATOR <= ( LEFTARG = vector, RIGHTARG = vector, PROCEDURE = vector_le, COMMUTATOR = >= , NEGATOR = > , RESTRICT = scalarlesel, JOIN = scalarlejoinsel ); CREATE OPERATOR = ( LEFTARG = vector, RIGHTARG = vector, PROCEDURE = vector_eq, COMMUTATOR = = , NEGATOR = <> , RESTRICT = eqsel, JOIN = eqjoinsel ); CREATE OPERATOR <> ( LEFTARG = vector, RIGHTARG = vector, PROCEDURE = vector_ne, COMMUTATOR = <> , NEGATOR = = , RESTRICT = eqsel, JOIN = eqjoinsel ); CREATE OPERATOR >= ( LEFTARG = vector, RIGHTARG = vector, PROCEDURE = vector_ge, COMMUTATOR = <= , NEGATOR = < , RESTRICT = scalargesel, JOIN = scalargejoinsel ); CREATE OPERATOR > ( LEFTARG = vector, RIGHTARG = vector, PROCEDURE = vector_gt, COMMUTATOR = < , NEGATOR = <= , RESTRICT = scalargtsel, JOIN = scalargtjoinsel ); -- access methods CREATE FUNCTION ivfflathandler(internal) RETURNS index_am_handler AS 'MODULE_PATHNAME' LANGUAGE C; CREATE ACCESS METHOD ivfflat TYPE INDEX HANDLER ivfflathandler; COMMENT ON ACCESS METHOD ivfflat IS 'ivfflat index access method'; CREATE FUNCTION hnswhandler(internal) RETURNS index_am_handler AS 'MODULE_PATHNAME' LANGUAGE C; CREATE ACCESS METHOD hnsw TYPE INDEX HANDLER hnswhandler; COMMENT ON ACCESS METHOD hnsw IS 'hnsw index access method'; -- access method private functions CREATE FUNCTION ivfflat_halfvec_support(internal) RETURNS internal AS 'MODULE_PATHNAME' LANGUAGE C; CREATE FUNCTION ivfflat_bit_support(internal) RETURNS internal AS 'MODULE_PATHNAME' LANGUAGE C; CREATE FUNCTION hnsw_halfvec_support(internal) RETURNS internal AS 'MODULE_PATHNAME' LANGUAGE C; CREATE FUNCTION hnsw_bit_support(internal) RETURNS internal AS 'MODULE_PATHNAME' LANGUAGE C; CREATE FUNCTION hnsw_sparsevec_support(internal) RETURNS internal AS 'MODULE_PATHNAME' LANGUAGE C; -- vector opclasses CREATE OPERATOR CLASS vector_ops DEFAULT FOR TYPE vector USING btree AS OPERATOR 1 < , OPERATOR 2 <= , OPERATOR 3 = , OPERATOR 4 >= , OPERATOR 5 > , FUNCTION 1 vector_cmp(vector, vector); CREATE OPERATOR CLASS vector_l2_ops DEFAULT FOR TYPE vector USING ivfflat AS OPERATOR 1 <-> (vector, vector) FOR ORDER BY float_ops, FUNCTION 1 vector_l2_squared_distance(vector, vector), FUNCTION 3 l2_distance(vector, vector); CREATE OPERATOR CLASS vector_ip_ops FOR TYPE vector USING ivfflat AS OPERATOR 1 <#> (vector, vector) FOR ORDER BY float_ops, FUNCTION 1 vector_negative_inner_product(vector, vector), FUNCTION 3 vector_spherical_distance(vector, vector), FUNCTION 4 vector_norm(vector); CREATE OPERATOR CLASS vector_cosine_ops FOR TYPE vector USING ivfflat AS OPERATOR 1 <=> (vector, vector) FOR ORDER BY float_ops, FUNCTION 1 vector_negative_inner_product(vector, vector), FUNCTION 2 vector_norm(vector), FUNCTION 3 vector_spherical_distance(vector, vector), FUNCTION 4 vector_norm(vector); CREATE OPERATOR CLASS vector_l2_ops FOR TYPE vector USING hnsw AS OPERATOR 1 <-> (vector, vector) FOR ORDER BY float_ops, FUNCTION 1 vector_l2_squared_distance(vector, vector); CREATE OPERATOR CLASS vector_ip_ops FOR TYPE vector USING hnsw AS OPERATOR 1 <#> (vector, vector) FOR ORDER BY float_ops, FUNCTION 1 vector_negative_inner_product(vector, vector); CREATE OPERATOR CLASS vector_cosine_ops FOR TYPE vector USING hnsw AS OPERATOR 1 <=> (vector, vector) FOR ORDER BY float_ops, FUNCTION 1 vector_negative_inner_product(vector, vector), FUNCTION 2 vector_norm(vector); CREATE OPERATOR CLASS vector_l1_ops FOR TYPE vector USING hnsw AS OPERATOR 1 <+> (vector, vector) FOR ORDER BY float_ops, FUNCTION 1 l1_distance(vector, vector); -- halfvec type CREATE TYPE halfvec; CREATE FUNCTION halfvec_in(cstring, oid, integer) RETURNS halfvec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_out(halfvec) RETURNS cstring AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_typmod_in(cstring[]) RETURNS integer AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_recv(internal, oid, integer) RETURNS halfvec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_send(halfvec) RETURNS bytea AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE TYPE halfvec ( INPUT = halfvec_in, OUTPUT = halfvec_out, TYPMOD_IN = halfvec_typmod_in, RECEIVE = halfvec_recv, SEND = halfvec_send, STORAGE = external ); -- halfvec functions CREATE FUNCTION l2_distance(halfvec, halfvec) RETURNS float8 AS 'MODULE_PATHNAME', 'halfvec_l2_distance' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION inner_product(halfvec, halfvec) RETURNS float8 AS 'MODULE_PATHNAME', 'halfvec_inner_product' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION cosine_distance(halfvec, halfvec) RETURNS float8 AS 'MODULE_PATHNAME', 'halfvec_cosine_distance' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION l1_distance(halfvec, halfvec) RETURNS float8 AS 'MODULE_PATHNAME', 'halfvec_l1_distance' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_dims(halfvec) RETURNS integer AS 'MODULE_PATHNAME', 'halfvec_vector_dims' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION l2_norm(halfvec) RETURNS float8 AS 'MODULE_PATHNAME', 'halfvec_l2_norm' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION l2_normalize(halfvec) RETURNS halfvec AS 'MODULE_PATHNAME', 'halfvec_l2_normalize' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION binary_quantize(halfvec) RETURNS bit AS 'MODULE_PATHNAME', 'halfvec_binary_quantize' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION subvector(halfvec, int, int) RETURNS halfvec AS 'MODULE_PATHNAME', 'halfvec_subvector' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; -- halfvec private functions CREATE FUNCTION halfvec_add(halfvec, halfvec) RETURNS halfvec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_sub(halfvec, halfvec) RETURNS halfvec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_mul(halfvec, halfvec) RETURNS halfvec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_concat(halfvec, halfvec) RETURNS halfvec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_lt(halfvec, halfvec) RETURNS bool AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_le(halfvec, halfvec) RETURNS bool AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_eq(halfvec, halfvec) RETURNS bool AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_ne(halfvec, halfvec) RETURNS bool AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_ge(halfvec, halfvec) RETURNS bool AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_gt(halfvec, halfvec) RETURNS bool AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_cmp(halfvec, halfvec) RETURNS int4 AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_l2_squared_distance(halfvec, halfvec) RETURNS float8 AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_negative_inner_product(halfvec, halfvec) RETURNS float8 AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_spherical_distance(halfvec, halfvec) RETURNS float8 AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_accum(double precision[], halfvec) RETURNS double precision[] AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_avg(double precision[]) RETURNS halfvec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_combine(double precision[], double precision[]) RETURNS double precision[] AS 'MODULE_PATHNAME', 'vector_combine' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; -- halfvec aggregates CREATE AGGREGATE avg(halfvec) ( SFUNC = halfvec_accum, STYPE = double precision[], FINALFUNC = halfvec_avg, COMBINEFUNC = halfvec_combine, INITCOND = '{0}', PARALLEL = SAFE ); CREATE AGGREGATE sum(halfvec) ( SFUNC = halfvec_add, STYPE = halfvec, COMBINEFUNC = halfvec_add, PARALLEL = SAFE ); -- halfvec cast functions CREATE FUNCTION halfvec(halfvec, integer, boolean) RETURNS halfvec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_to_vector(halfvec, integer, boolean) RETURNS vector AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_to_halfvec(vector, integer, boolean) RETURNS halfvec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION array_to_halfvec(integer[], integer, boolean) RETURNS halfvec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION array_to_halfvec(real[], integer, boolean) RETURNS halfvec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION array_to_halfvec(double precision[], integer, boolean) RETURNS halfvec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION array_to_halfvec(numeric[], integer, boolean) RETURNS halfvec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_to_float4(halfvec, integer, boolean) RETURNS real[] AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; -- halfvec casts CREATE CAST (halfvec AS halfvec) WITH FUNCTION halfvec(halfvec, integer, boolean) AS IMPLICIT; CREATE CAST (halfvec AS vector) WITH FUNCTION halfvec_to_vector(halfvec, integer, boolean) AS ASSIGNMENT; CREATE CAST (vector AS halfvec) WITH FUNCTION vector_to_halfvec(vector, integer, boolean) AS IMPLICIT; CREATE CAST (halfvec AS real[]) WITH FUNCTION halfvec_to_float4(halfvec, integer, boolean) AS ASSIGNMENT; CREATE CAST (integer[] AS halfvec) WITH FUNCTION array_to_halfvec(integer[], integer, boolean) AS ASSIGNMENT; CREATE CAST (real[] AS halfvec) WITH FUNCTION array_to_halfvec(real[], integer, boolean) AS ASSIGNMENT; CREATE CAST (double precision[] AS halfvec) WITH FUNCTION array_to_halfvec(double precision[], integer, boolean) AS ASSIGNMENT; CREATE CAST (numeric[] AS halfvec) WITH FUNCTION array_to_halfvec(numeric[], integer, boolean) AS ASSIGNMENT; -- halfvec operators CREATE OPERATOR <-> ( LEFTARG = halfvec, RIGHTARG = halfvec, PROCEDURE = l2_distance, COMMUTATOR = '<->' ); CREATE OPERATOR <#> ( LEFTARG = halfvec, RIGHTARG = halfvec, PROCEDURE = halfvec_negative_inner_product, COMMUTATOR = '<#>' ); CREATE OPERATOR <=> ( LEFTARG = halfvec, RIGHTARG = halfvec, PROCEDURE = cosine_distance, COMMUTATOR = '<=>' ); CREATE OPERATOR <+> ( LEFTARG = halfvec, RIGHTARG = halfvec, PROCEDURE = l1_distance, COMMUTATOR = '<+>' ); CREATE OPERATOR + ( LEFTARG = halfvec, RIGHTARG = halfvec, PROCEDURE = halfvec_add, COMMUTATOR = + ); CREATE OPERATOR - ( LEFTARG = halfvec, RIGHTARG = halfvec, PROCEDURE = halfvec_sub ); CREATE OPERATOR * ( LEFTARG = halfvec, RIGHTARG = halfvec, PROCEDURE = halfvec_mul, COMMUTATOR = * ); CREATE OPERATOR || ( LEFTARG = halfvec, RIGHTARG = halfvec, PROCEDURE = halfvec_concat ); CREATE OPERATOR < ( LEFTARG = halfvec, RIGHTARG = halfvec, PROCEDURE = halfvec_lt, COMMUTATOR = > , NEGATOR = >= , RESTRICT = scalarltsel, JOIN = scalarltjoinsel ); CREATE OPERATOR <= ( LEFTARG = halfvec, RIGHTARG = halfvec, PROCEDURE = halfvec_le, COMMUTATOR = >= , NEGATOR = > , RESTRICT = scalarlesel, JOIN = scalarlejoinsel ); CREATE OPERATOR = ( LEFTARG = halfvec, RIGHTARG = halfvec, PROCEDURE = halfvec_eq, COMMUTATOR = = , NEGATOR = <> , RESTRICT = eqsel, JOIN = eqjoinsel ); CREATE OPERATOR <> ( LEFTARG = halfvec, RIGHTARG = halfvec, PROCEDURE = halfvec_ne, COMMUTATOR = <> , NEGATOR = = , RESTRICT = eqsel, JOIN = eqjoinsel ); CREATE OPERATOR >= ( LEFTARG = halfvec, RIGHTARG = halfvec, PROCEDURE = halfvec_ge, COMMUTATOR = <= , NEGATOR = < , RESTRICT = scalargesel, JOIN = scalargejoinsel ); CREATE OPERATOR > ( LEFTARG = halfvec, RIGHTARG = halfvec, PROCEDURE = halfvec_gt, COMMUTATOR = < , NEGATOR = <= , RESTRICT = scalargtsel, JOIN = scalargtjoinsel ); -- halfvec opclasses CREATE OPERATOR CLASS halfvec_ops DEFAULT FOR TYPE halfvec USING btree AS OPERATOR 1 < , OPERATOR 2 <= , OPERATOR 3 = , OPERATOR 4 >= , OPERATOR 5 > , FUNCTION 1 halfvec_cmp(halfvec, halfvec); CREATE OPERATOR CLASS halfvec_l2_ops FOR TYPE halfvec USING ivfflat AS OPERATOR 1 <-> (halfvec, halfvec) FOR ORDER BY float_ops, FUNCTION 1 halfvec_l2_squared_distance(halfvec, halfvec), FUNCTION 3 l2_distance(halfvec, halfvec), FUNCTION 5 ivfflat_halfvec_support(internal); CREATE OPERATOR CLASS halfvec_ip_ops FOR TYPE halfvec USING ivfflat AS OPERATOR 1 <#> (halfvec, halfvec) FOR ORDER BY float_ops, FUNCTION 1 halfvec_negative_inner_product(halfvec, halfvec), FUNCTION 3 halfvec_spherical_distance(halfvec, halfvec), FUNCTION 4 l2_norm(halfvec), FUNCTION 5 ivfflat_halfvec_support(internal); CREATE OPERATOR CLASS halfvec_cosine_ops FOR TYPE halfvec USING ivfflat AS OPERATOR 1 <=> (halfvec, halfvec) FOR ORDER BY float_ops, FUNCTION 1 halfvec_negative_inner_product(halfvec, halfvec), FUNCTION 2 l2_norm(halfvec), FUNCTION 3 halfvec_spherical_distance(halfvec, halfvec), FUNCTION 4 l2_norm(halfvec), FUNCTION 5 ivfflat_halfvec_support(internal); CREATE OPERATOR CLASS halfvec_l2_ops FOR TYPE halfvec USING hnsw AS OPERATOR 1 <-> (halfvec, halfvec) FOR ORDER BY float_ops, FUNCTION 1 halfvec_l2_squared_distance(halfvec, halfvec), FUNCTION 3 hnsw_halfvec_support(internal); CREATE OPERATOR CLASS halfvec_ip_ops FOR TYPE halfvec USING hnsw AS OPERATOR 1 <#> (halfvec, halfvec) FOR ORDER BY float_ops, FUNCTION 1 halfvec_negative_inner_product(halfvec, halfvec), FUNCTION 3 hnsw_halfvec_support(internal); CREATE OPERATOR CLASS halfvec_cosine_ops FOR TYPE halfvec USING hnsw AS OPERATOR 1 <=> (halfvec, halfvec) FOR ORDER BY float_ops, FUNCTION 1 halfvec_negative_inner_product(halfvec, halfvec), FUNCTION 2 l2_norm(halfvec), FUNCTION 3 hnsw_halfvec_support(internal); CREATE OPERATOR CLASS halfvec_l1_ops FOR TYPE halfvec USING hnsw AS OPERATOR 1 <+> (halfvec, halfvec) FOR ORDER BY float_ops, FUNCTION 1 l1_distance(halfvec, halfvec), FUNCTION 3 hnsw_halfvec_support(internal); -- bit functions CREATE FUNCTION hamming_distance(bit, bit) RETURNS float8 AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION jaccard_distance(bit, bit) RETURNS float8 AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; -- bit operators CREATE OPERATOR <~> ( LEFTARG = bit, RIGHTARG = bit, PROCEDURE = hamming_distance, COMMUTATOR = '<~>' ); CREATE OPERATOR <%> ( LEFTARG = bit, RIGHTARG = bit, PROCEDURE = jaccard_distance, COMMUTATOR = '<%>' ); -- bit opclasses CREATE OPERATOR CLASS bit_hamming_ops FOR TYPE bit USING ivfflat AS OPERATOR 1 <~> (bit, bit) FOR ORDER BY float_ops, FUNCTION 1 hamming_distance(bit, bit), FUNCTION 3 hamming_distance(bit, bit), FUNCTION 5 ivfflat_bit_support(internal); CREATE OPERATOR CLASS bit_hamming_ops FOR TYPE bit USING hnsw AS OPERATOR 1 <~> (bit, bit) FOR ORDER BY float_ops, FUNCTION 1 hamming_distance(bit, bit), FUNCTION 3 hnsw_bit_support(internal); CREATE OPERATOR CLASS bit_jaccard_ops FOR TYPE bit USING hnsw AS OPERATOR 1 <%> (bit, bit) FOR ORDER BY float_ops, FUNCTION 1 jaccard_distance(bit, bit), FUNCTION 3 hnsw_bit_support(internal); --- sparsevec type CREATE TYPE sparsevec; CREATE FUNCTION sparsevec_in(cstring, oid, integer) RETURNS sparsevec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION sparsevec_out(sparsevec) RETURNS cstring AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION sparsevec_typmod_in(cstring[]) RETURNS integer AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION sparsevec_recv(internal, oid, integer) RETURNS sparsevec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION sparsevec_send(sparsevec) RETURNS bytea AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE TYPE sparsevec ( INPUT = sparsevec_in, OUTPUT = sparsevec_out, TYPMOD_IN = sparsevec_typmod_in, RECEIVE = sparsevec_recv, SEND = sparsevec_send, STORAGE = external ); -- sparsevec functions CREATE FUNCTION l2_distance(sparsevec, sparsevec) RETURNS float8 AS 'MODULE_PATHNAME', 'sparsevec_l2_distance' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION inner_product(sparsevec, sparsevec) RETURNS float8 AS 'MODULE_PATHNAME', 'sparsevec_inner_product' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION cosine_distance(sparsevec, sparsevec) RETURNS float8 AS 'MODULE_PATHNAME', 'sparsevec_cosine_distance' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION l1_distance(sparsevec, sparsevec) RETURNS float8 AS 'MODULE_PATHNAME', 'sparsevec_l1_distance' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION l2_norm(sparsevec) RETURNS float8 AS 'MODULE_PATHNAME', 'sparsevec_l2_norm' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION l2_normalize(sparsevec) RETURNS sparsevec AS 'MODULE_PATHNAME', 'sparsevec_l2_normalize' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; -- sparsevec private functions CREATE FUNCTION sparsevec_lt(sparsevec, sparsevec) RETURNS bool AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION sparsevec_le(sparsevec, sparsevec) RETURNS bool AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION sparsevec_eq(sparsevec, sparsevec) RETURNS bool AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION sparsevec_ne(sparsevec, sparsevec) RETURNS bool AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION sparsevec_ge(sparsevec, sparsevec) RETURNS bool AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION sparsevec_gt(sparsevec, sparsevec) RETURNS bool AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION sparsevec_cmp(sparsevec, sparsevec) RETURNS int4 AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION sparsevec_l2_squared_distance(sparsevec, sparsevec) RETURNS float8 AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION sparsevec_negative_inner_product(sparsevec, sparsevec) RETURNS float8 AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; -- sparsevec cast functions CREATE FUNCTION sparsevec(sparsevec, integer, boolean) RETURNS sparsevec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION vector_to_sparsevec(vector, integer, boolean) RETURNS sparsevec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION sparsevec_to_vector(sparsevec, integer, boolean) RETURNS vector AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION halfvec_to_sparsevec(halfvec, integer, boolean) RETURNS sparsevec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; CREATE FUNCTION sparsevec_to_halfvec(sparsevec, integer, boolean) RETURNS halfvec AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE; -- sparsevec casts CREATE CAST (sparsevec AS sparsevec) WITH FUNCTION sparsevec(sparsevec, integer, boolean) AS IMPLICIT; CREATE CAST (sparsevec AS vector) WITH FUNCTION sparsevec_to_vector(sparsevec, integer, boolean) AS ASSIGNMENT; CREATE CAST (vector AS sparsevec) WITH FUNCTION vector_to_sparsevec(vector, integer, boolean) AS IMPLICIT; CREATE CAST (sparsevec AS halfvec) WITH FUNCTION sparsevec_to_halfvec(sparsevec, integer, boolean) AS ASSIGNMENT; CREATE CAST (halfvec AS sparsevec) WITH FUNCTION halfvec_to_sparsevec(halfvec, integer, boolean) AS IMPLICIT; -- sparsevec operators CREATE OPERATOR <-> ( LEFTARG = sparsevec, RIGHTARG = sparsevec, PROCEDURE = l2_distance, COMMUTATOR = '<->' ); CREATE OPERATOR <#> ( LEFTARG = sparsevec, RIGHTARG = sparsevec, PROCEDURE = sparsevec_negative_inner_product, COMMUTATOR = '<#>' ); CREATE OPERATOR <=> ( LEFTARG = sparsevec, RIGHTARG = sparsevec, PROCEDURE = cosine_distance, COMMUTATOR = '<=>' ); CREATE OPERATOR <+> ( LEFTARG = sparsevec, RIGHTARG = sparsevec, PROCEDURE = l1_distance, COMMUTATOR = '<+>' ); CREATE OPERATOR < ( LEFTARG = sparsevec, RIGHTARG = sparsevec, PROCEDURE = sparsevec_lt, COMMUTATOR = > , NEGATOR = >= , RESTRICT = scalarltsel, JOIN = scalarltjoinsel ); CREATE OPERATOR <= ( LEFTARG = sparsevec, RIGHTARG = sparsevec, PROCEDURE = sparsevec_le, COMMUTATOR = >= , NEGATOR = > , RESTRICT = scalarlesel, JOIN = scalarlejoinsel ); CREATE OPERATOR = ( LEFTARG = sparsevec, RIGHTARG = sparsevec, PROCEDURE = sparsevec_eq, COMMUTATOR = = , NEGATOR = <> , RESTRICT = eqsel, JOIN = eqjoinsel ); CREATE OPERATOR <> ( LEFTARG = sparsevec, RIGHTARG = sparsevec, PROCEDURE = sparsevec_ne, COMMUTATOR = <> , NEGATOR = = , RESTRICT = eqsel, JOIN = eqjoinsel ); CREATE OPERATOR >= ( LEFTARG = sparsevec, RIGHTARG = sparsevec, PROCEDURE = sparsevec_ge, COMMUTATOR = <= , NEGATOR = < , RESTRICT = scalargesel, JOIN = scalargejoinsel ); CREATE OPERATOR > ( LEFTARG = sparsevec, RIGHTARG = sparsevec, PROCEDURE = sparsevec_gt, COMMUTATOR = < , NEGATOR = <= , RESTRICT = scalargtsel, JOIN = scalargtjoinsel ); -- sparsevec opclasses CREATE OPERATOR CLASS sparsevec_ops DEFAULT FOR TYPE sparsevec USING btree AS OPERATOR 1 < , OPERATOR 2 <= , OPERATOR 3 = , OPERATOR 4 >= , OPERATOR 5 > , FUNCTION 1 sparsevec_cmp(sparsevec, sparsevec); CREATE OPERATOR CLASS sparsevec_l2_ops FOR TYPE sparsevec USING hnsw AS OPERATOR 1 <-> (sparsevec, sparsevec) FOR ORDER BY float_ops, FUNCTION 1 sparsevec_l2_squared_distance(sparsevec, sparsevec), FUNCTION 3 hnsw_sparsevec_support(internal); CREATE OPERATOR CLASS sparsevec_ip_ops FOR TYPE sparsevec USING hnsw AS OPERATOR 1 <#> (sparsevec, sparsevec) FOR ORDER BY float_ops, FUNCTION 1 sparsevec_negative_inner_product(sparsevec, sparsevec), FUNCTION 3 hnsw_sparsevec_support(internal); CREATE OPERATOR CLASS sparsevec_cosine_ops FOR TYPE sparsevec USING hnsw AS OPERATOR 1 <=> (sparsevec, sparsevec) FOR ORDER BY float_ops, FUNCTION 1 sparsevec_negative_inner_product(sparsevec, sparsevec), FUNCTION 2 l2_norm(sparsevec), FUNCTION 3 hnsw_sparsevec_support(internal); CREATE OPERATOR CLASS sparsevec_l1_ops FOR TYPE sparsevec USING hnsw AS OPERATOR 1 <+> (sparsevec, sparsevec) FOR ORDER BY float_ops, FUNCTION 1 l1_distance(sparsevec, sparsevec), FUNCTION 3 hnsw_sparsevec_support(internal);