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finalize.sql
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612 lines (521 loc) · 20.6 KB
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-- List of types
CREATE TYPE rabitq8 (
INPUT = _vchord_rabitq8_in,
OUTPUT = _vchord_rabitq8_out,
TYPMOD_IN = _vchord_rabitq8_typmod_in,
RECEIVE = _vchord_rabitq8_recv,
SEND = _vchord_rabitq8_send,
STORAGE = external
);
CREATE TYPE rabitq4 (
INPUT = _vchord_rabitq4_in,
OUTPUT = _vchord_rabitq4_out,
TYPMOD_IN = _vchord_rabitq4_typmod_in,
RECEIVE = _vchord_rabitq4_recv,
SEND = _vchord_rabitq4_send,
STORAGE = external
);
CREATE TYPE sphere_vector AS (
center vector,
radius REAL
);
CREATE TYPE sphere_halfvec AS (
center halfvec,
radius REAL
);
CREATE TYPE sphere_rabitq8 AS (
center rabitq8,
radius REAL
);
CREATE TYPE sphere_rabitq4 AS (
center rabitq4,
radius REAL
);
-- List of internal functions
CREATE FUNCTION _vchord_rabitq8_operator_maxsim(rabitq8[], rabitq8[]) RETURNS real
IMMUTABLE STRICT PARALLEL SAFE LANGUAGE c AS 'MODULE_PATHNAME', '_vchord_rabitq8_operator_maxsim_wrapper';
CREATE FUNCTION _vchord_rabitq4_operator_maxsim(rabitq4[], rabitq4[]) RETURNS real
IMMUTABLE STRICT PARALLEL SAFE LANGUAGE c AS 'MODULE_PATHNAME', '_vchord_rabitq4_operator_maxsim_wrapper';
-- List of operators
CREATE OPERATOR <-> (
PROCEDURE = _vchord_rabitq8_operator_l2,
LEFTARG = rabitq8,
RIGHTARG = rabitq8,
COMMUTATOR = <->
);
CREATE OPERATOR <#> (
PROCEDURE = _vchord_rabitq8_operator_ip,
LEFTARG = rabitq8,
RIGHTARG = rabitq8,
COMMUTATOR = <#>
);
CREATE OPERATOR <=> (
PROCEDURE = _vchord_rabitq8_operator_cosine,
LEFTARG = rabitq8,
RIGHTARG = rabitq8,
COMMUTATOR = <=>
);
CREATE OPERATOR <-> (
PROCEDURE = _vchord_rabitq4_operator_l2,
LEFTARG = rabitq4,
RIGHTARG = rabitq4,
COMMUTATOR = <->
);
CREATE OPERATOR <#> (
PROCEDURE = _vchord_rabitq4_operator_ip,
LEFTARG = rabitq4,
RIGHTARG = rabitq4,
COMMUTATOR = <#>
);
CREATE OPERATOR <=> (
PROCEDURE = _vchord_rabitq4_operator_cosine,
LEFTARG = rabitq4,
RIGHTARG = rabitq4,
COMMUTATOR = <=>
);
CREATE OPERATOR <<->> (
PROCEDURE = _vchord_vector_sphere_l2_in,
LEFTARG = vector,
RIGHTARG = sphere_vector
);
CREATE OPERATOR <<->> (
PROCEDURE = _vchord_halfvec_sphere_l2_in,
LEFTARG = halfvec,
RIGHTARG = sphere_halfvec
);
CREATE OPERATOR <<->> (
PROCEDURE = _vchord_rabitq8_sphere_l2_in,
LEFTARG = rabitq8,
RIGHTARG = sphere_rabitq8
);
CREATE OPERATOR <<->> (
PROCEDURE = _vchord_rabitq4_sphere_l2_in,
LEFTARG = rabitq4,
RIGHTARG = sphere_rabitq4
);
CREATE OPERATOR <<#>> (
PROCEDURE = _vchord_vector_sphere_ip_in,
LEFTARG = vector,
RIGHTARG = sphere_vector
);
CREATE OPERATOR <<#>> (
PROCEDURE = _vchord_halfvec_sphere_ip_in,
LEFTARG = halfvec,
RIGHTARG = sphere_halfvec
);
CREATE OPERATOR <<#>> (
PROCEDURE = _vchord_rabitq8_sphere_ip_in,
LEFTARG = rabitq8,
RIGHTARG = sphere_rabitq8
);
CREATE OPERATOR <<#>> (
PROCEDURE = _vchord_rabitq4_sphere_ip_in,
LEFTARG = rabitq4,
RIGHTARG = sphere_rabitq4
);
CREATE OPERATOR <<=>> (
PROCEDURE = _vchord_vector_sphere_cosine_in,
LEFTARG = vector,
RIGHTARG = sphere_vector
);
CREATE OPERATOR <<=>> (
PROCEDURE = _vchord_halfvec_sphere_cosine_in,
LEFTARG = halfvec,
RIGHTARG = sphere_halfvec
);
CREATE OPERATOR <<=>> (
PROCEDURE = _vchord_rabitq8_sphere_cosine_in,
LEFTARG = rabitq8,
RIGHTARG = sphere_rabitq8
);
CREATE OPERATOR <<=>> (
PROCEDURE = _vchord_rabitq4_sphere_cosine_in,
LEFTARG = rabitq4,
RIGHTARG = sphere_rabitq4
);
CREATE OPERATOR @# (
PROCEDURE = _vchord_vector_operator_maxsim,
LEFTARG = vector[],
RIGHTARG = vector[]
);
CREATE OPERATOR @# (
PROCEDURE = _vchord_halfvec_operator_maxsim,
LEFTARG = halfvec[],
RIGHTARG = halfvec[]
);
CREATE OPERATOR @# (
PROCEDURE = _vchord_rabitq8_operator_maxsim,
LEFTARG = rabitq8[],
RIGHTARG = rabitq8[]
);
CREATE OPERATOR @# (
PROCEDURE = _vchord_rabitq4_operator_maxsim,
LEFTARG = rabitq4[],
RIGHTARG = rabitq4[]
);
-- List of functions
CREATE FUNCTION sphere(vector, real) RETURNS sphere_vector
IMMUTABLE PARALLEL SAFE LANGUAGE sql AS 'SELECT ROW($1, $2)';
CREATE FUNCTION sphere(halfvec, real) RETURNS sphere_halfvec
IMMUTABLE PARALLEL SAFE LANGUAGE sql AS 'SELECT ROW($1, $2)';
CREATE FUNCTION sphere(rabitq8, real) RETURNS sphere_rabitq8
IMMUTABLE PARALLEL SAFE LANGUAGE sql AS 'SELECT ROW($1, $2)';
CREATE FUNCTION sphere(rabitq4, real) RETURNS sphere_rabitq4
IMMUTABLE PARALLEL SAFE LANGUAGE sql AS 'SELECT ROW($1, $2)';
CREATE FUNCTION quantize_to_rabitq8(vector) RETURNS rabitq8
IMMUTABLE STRICT PARALLEL SAFE LANGUAGE c AS 'MODULE_PATHNAME', '_vchord_vector_quantize_to_rabitq8_wrapper';
CREATE FUNCTION quantize_to_rabitq8(halfvec) RETURNS rabitq8
IMMUTABLE STRICT PARALLEL SAFE LANGUAGE c AS 'MODULE_PATHNAME', '_vchord_halfvec_quantize_to_rabitq8_wrapper';
CREATE FUNCTION dequantize_to_vector(rabitq8) RETURNS vector
IMMUTABLE STRICT PARALLEL SAFE LANGUAGE c AS 'MODULE_PATHNAME', '_vchord_rabitq8_dequantize_to_vector_wrapper';
CREATE FUNCTION dequantize_to_halfvec(rabitq8) RETURNS halfvec
IMMUTABLE STRICT PARALLEL SAFE LANGUAGE c AS 'MODULE_PATHNAME', '_vchord_rabitq8_dequantize_to_halfvec_wrapper';
CREATE FUNCTION quantize_to_rabitq4(vector) RETURNS rabitq4
IMMUTABLE STRICT PARALLEL SAFE LANGUAGE c AS 'MODULE_PATHNAME', '_vchord_vector_quantize_to_rabitq4_wrapper';
CREATE FUNCTION quantize_to_rabitq4(halfvec) RETURNS rabitq4
IMMUTABLE STRICT PARALLEL SAFE LANGUAGE c AS 'MODULE_PATHNAME', '_vchord_halfvec_quantize_to_rabitq4_wrapper';
CREATE FUNCTION dequantize_to_vector(rabitq4) RETURNS vector
IMMUTABLE STRICT PARALLEL SAFE LANGUAGE c AS 'MODULE_PATHNAME', '_vchord_rabitq4_dequantize_to_vector_wrapper';
CREATE FUNCTION dequantize_to_halfvec(rabitq4) RETURNS halfvec
IMMUTABLE STRICT PARALLEL SAFE LANGUAGE c AS 'MODULE_PATHNAME', '_vchord_rabitq4_dequantize_to_halfvec_wrapper';
CREATE FUNCTION vchordrq_sampled_values(regclass) RETURNS SETOF TEXT
STRICT LANGUAGE c AS 'MODULE_PATHNAME', '_vchordrq_sampled_values_wrapper';
CREATE FUNCTION vchordrq_sampled_queries(regclass)
RETURNS TABLE(
schema_name NAME,
index_name NAME,
table_name NAME,
column_name NAME,
operator NAME,
value TEXT
)
STRICT LANGUAGE plpgsql AS $$
DECLARE
ext_schema TEXT;
query_text TEXT;
BEGIN
SELECT n.nspname
INTO ext_schema
FROM pg_catalog.pg_extension e
JOIN pg_catalog.pg_namespace n ON n.oid = e.extnamespace
WHERE e.extname = 'vchord';
IF ext_schema IS NULL THEN
RAISE EXCEPTION 'vchord is not installed';
END IF;
query_text := format(
$q$
WITH index_metadata AS (
SELECT
NS.nspname AS schema_name,
I.relname AS index_name,
C.relname AS table_name,
PA.attname AS column_name,
OP.oprname AS operator
FROM
pg_catalog.pg_index X
JOIN
pg_catalog.pg_class C ON C.oid = X.indrelid
JOIN
pg_catalog.pg_namespace NS ON C.relnamespace = NS.oid
JOIN
pg_catalog.pg_class I ON I.oid = X.indexrelid
JOIN
pg_catalog.pg_am A ON A.oid = I.relam
LEFT JOIN
pg_catalog.pg_opclass AS OPC ON OPC.oid = X.indclass[0]
LEFT JOIN
pg_catalog.pg_amop AO ON OPC.opcfamily = AO.amopfamily
LEFT JOIN
pg_catalog.pg_operator OP ON OP.oid = AO.amopopr
LEFT JOIN
pg_catalog.pg_attribute PA ON PA.attrelid = X.indrelid AND PA.attnum = X.indkey[0]
WHERE
A.amname = 'vchordrq'
AND AO.amopstrategy = 1
AND C.relkind = 'r'
AND X.indnatts = 1
AND X.indexrelid = %1$s
)
SELECT
im.schema_name,
im.index_name,
im.table_name,
im.column_name,
im.operator,
s.value
FROM
index_metadata im,
LATERAL %2$I.vchordrq_sampled_values(%1$s) AS s(value);
$q$,
$1::oid,
ext_schema
);
RETURN QUERY EXECUTE query_text;
END;
$$;
CREATE FUNCTION vchordrq_amhandler(internal) RETURNS index_am_handler
IMMUTABLE STRICT PARALLEL SAFE LANGUAGE c AS 'MODULE_PATHNAME', '_vchordrq_amhandler_wrapper';
CREATE FUNCTION vchordrq_prewarm(regclass, integer default 0) RETURNS TEXT
STRICT LANGUAGE c AS 'MODULE_PATHNAME', '_vchordrq_prewarm_wrapper';
CREATE FUNCTION vchordrq_evaluate_query_recall(
query text,
exact_search boolean default false,
accu_probes TEXT default NULL,
accu_epsilon real default 1.9
)
RETURNS real
LANGUAGE plpgsql
AS $$
DECLARE
rough tid[];
accu tid[];
match_count integer := 0;
accu_k integer;
recall real;
rough_probes text;
BEGIN
IF query IS NULL OR exact_search IS NULL OR accu_epsilon IS NULL THEN
RETURN NULL;
END IF;
IF query LIKE '%@#%' AND NOT exact_search THEN
RAISE EXCEPTION 'MaxSim operator cannot be used for estimated recall evaluation. Please use exact_search => true.';
END IF;
IF NOT exact_search THEN
BEGIN
rough_probes := current_setting('vchordrq.probes');
END;
END IF;
BEGIN
EXECUTE
format('SELECT coalesce(array_agg(id), array[]::tid[]) FROM (%s) AS result(id)', query)
INTO
rough;
EXCEPTION WHEN OTHERS THEN
RAISE EXCEPTION 'Error executing ANN query "%": %', query, SQLERRM;
END;
BEGIN
IF exact_search THEN
SET LOCAL vchordrq.enable_scan = off;
ELSE
IF accu_probes IS NULL THEN
IF rough_probes = '' THEN
accu_probes := '';
ELSIF position(',' in rough_probes) > 0 THEN
accu_probes := '65535,65535';
ELSE
accu_probes := '65535';
END IF;
END IF;
EXECUTE format('SET LOCAL "vchordrq.probes" = %L', accu_probes);
EXECUTE format('SET LOCAL "vchordrq.epsilon" = %L', accu_epsilon);
SET LOCAL vchordrq.max_scan_tuples = -1;
END IF;
EXECUTE
format('SELECT coalesce(array_agg(id), array[]::tid[]) FROM (%s) AS result(id)', query)
INTO
accu;
EXCEPTION WHEN OTHERS THEN
RAISE EXCEPTION 'Error executing Ground Truth query "%": %', query, SQLERRM;
END;
accu_k := cardinality(accu);
IF accu_k = 0 THEN
RAISE WARNING 'Query "%": No results found, returning NaN for recall.', query;
RETURN 'NaN';
END IF;
SELECT COUNT(*) INTO match_count FROM (SELECT unnest(rough) INTERSECT SELECT unnest(accu)) AS tids;
recall := match_count::real / accu_k::real;
RETURN recall;
END;
$$;
CREATE FUNCTION vchordg_amhandler(internal) RETURNS index_am_handler
IMMUTABLE STRICT PARALLEL SAFE LANGUAGE c AS 'MODULE_PATHNAME', '_vchordg_amhandler_wrapper';
CREATE FUNCTION vchordg_prewarm(regclass) RETURNS TEXT
STRICT LANGUAGE c AS 'MODULE_PATHNAME', '_vchordg_prewarm_wrapper';
-- List of access methods
CREATE ACCESS METHOD vchordrq TYPE INDEX HANDLER vchordrq_amhandler;
CREATE ACCESS METHOD vchordg TYPE INDEX HANDLER vchordg_amhandler;
-- List of operator families
CREATE OPERATOR FAMILY vector_l2_ops USING vchordrq;
CREATE OPERATOR FAMILY vector_ip_ops USING vchordrq;
CREATE OPERATOR FAMILY vector_cosine_ops USING vchordrq;
CREATE OPERATOR FAMILY halfvec_l2_ops USING vchordrq;
CREATE OPERATOR FAMILY halfvec_ip_ops USING vchordrq;
CREATE OPERATOR FAMILY halfvec_cosine_ops USING vchordrq;
CREATE OPERATOR FAMILY rabitq8_l2_ops USING vchordrq;
CREATE OPERATOR FAMILY rabitq8_ip_ops USING vchordrq;
CREATE OPERATOR FAMILY rabitq8_cosine_ops USING vchordrq;
CREATE OPERATOR FAMILY rabitq4_l2_ops USING vchordrq;
CREATE OPERATOR FAMILY rabitq4_ip_ops USING vchordrq;
CREATE OPERATOR FAMILY rabitq4_cosine_ops USING vchordrq;
CREATE OPERATOR FAMILY vector_maxsim_ops USING vchordrq;
CREATE OPERATOR FAMILY halfvec_maxsim_ops USING vchordrq;
CREATE OPERATOR FAMILY rabitq8_maxsim_ops USING vchordrq;
CREATE OPERATOR FAMILY rabitq4_maxsim_ops USING vchordrq;
CREATE OPERATOR FAMILY vector_l2_ops USING vchordg;
CREATE OPERATOR FAMILY vector_ip_ops USING vchordg;
CREATE OPERATOR FAMILY vector_cosine_ops USING vchordg;
CREATE OPERATOR FAMILY halfvec_l2_ops USING vchordg;
CREATE OPERATOR FAMILY halfvec_ip_ops USING vchordg;
CREATE OPERATOR FAMILY halfvec_cosine_ops USING vchordg;
CREATE OPERATOR FAMILY rabitq8_l2_ops USING vchordg;
CREATE OPERATOR FAMILY rabitq8_ip_ops USING vchordg;
CREATE OPERATOR FAMILY rabitq8_cosine_ops USING vchordg;
CREATE OPERATOR FAMILY rabitq4_l2_ops USING vchordg;
CREATE OPERATOR FAMILY rabitq4_ip_ops USING vchordg;
CREATE OPERATOR FAMILY rabitq4_cosine_ops USING vchordg;
-- List of operator classes
CREATE OPERATOR CLASS vector_l2_ops
FOR TYPE vector USING vchordrq FAMILY vector_l2_ops AS
OPERATOR 1 <-> (vector, vector) FOR ORDER BY float_ops,
OPERATOR 2 <<->> (vector, sphere_vector) FOR SEARCH,
FUNCTION 1 _vchordrq_support_vector_l2_ops();
CREATE OPERATOR CLASS vector_ip_ops
FOR TYPE vector USING vchordrq FAMILY vector_ip_ops AS
OPERATOR 1 <#> (vector, vector) FOR ORDER BY float_ops,
OPERATOR 2 <<#>> (vector, sphere_vector) FOR SEARCH,
FUNCTION 1 _vchordrq_support_vector_ip_ops();
CREATE OPERATOR CLASS vector_cosine_ops
FOR TYPE vector USING vchordrq FAMILY vector_cosine_ops AS
OPERATOR 1 <=> (vector, vector) FOR ORDER BY float_ops,
OPERATOR 2 <<=>> (vector, sphere_vector) FOR SEARCH,
FUNCTION 1 _vchordrq_support_vector_cosine_ops();
CREATE OPERATOR CLASS halfvec_l2_ops
FOR TYPE halfvec USING vchordrq FAMILY halfvec_l2_ops AS
OPERATOR 1 <-> (halfvec, halfvec) FOR ORDER BY float_ops,
OPERATOR 2 <<->> (halfvec, sphere_halfvec) FOR SEARCH,
FUNCTION 1 _vchordrq_support_halfvec_l2_ops();
CREATE OPERATOR CLASS halfvec_ip_ops
FOR TYPE halfvec USING vchordrq FAMILY halfvec_ip_ops AS
OPERATOR 1 <#> (halfvec, halfvec) FOR ORDER BY float_ops,
OPERATOR 2 <<#>> (halfvec, sphere_halfvec) FOR SEARCH,
FUNCTION 1 _vchordrq_support_halfvec_ip_ops();
CREATE OPERATOR CLASS halfvec_cosine_ops
FOR TYPE halfvec USING vchordrq FAMILY halfvec_cosine_ops AS
OPERATOR 1 <=> (halfvec, halfvec) FOR ORDER BY float_ops,
OPERATOR 2 <<=>> (halfvec, sphere_halfvec) FOR SEARCH,
FUNCTION 1 _vchordrq_support_halfvec_cosine_ops();
CREATE OPERATOR CLASS rabitq8_l2_ops
FOR TYPE rabitq8 USING vchordrq FAMILY rabitq8_l2_ops AS
OPERATOR 1 <-> (rabitq8, rabitq8) FOR ORDER BY float_ops,
OPERATOR 2 <<->> (rabitq8, sphere_rabitq8) FOR SEARCH,
FUNCTION 1 _vchordrq_support_rabitq8_l2_ops();
CREATE OPERATOR CLASS rabitq8_ip_ops
FOR TYPE rabitq8 USING vchordrq FAMILY rabitq8_ip_ops AS
OPERATOR 1 <#> (rabitq8, rabitq8) FOR ORDER BY float_ops,
OPERATOR 2 <<#>> (rabitq8, sphere_rabitq8) FOR SEARCH,
FUNCTION 1 _vchordrq_support_rabitq8_ip_ops();
CREATE OPERATOR CLASS rabitq8_cosine_ops
FOR TYPE rabitq8 USING vchordrq FAMILY rabitq8_cosine_ops AS
OPERATOR 1 <=> (rabitq8, rabitq8) FOR ORDER BY float_ops,
OPERATOR 2 <<=>> (rabitq8, sphere_rabitq8) FOR SEARCH,
FUNCTION 1 _vchordrq_support_rabitq8_cosine_ops();
CREATE OPERATOR CLASS rabitq4_l2_ops
FOR TYPE rabitq4 USING vchordrq FAMILY rabitq4_l2_ops AS
OPERATOR 1 <-> (rabitq4, rabitq4) FOR ORDER BY float_ops,
OPERATOR 2 <<->> (rabitq4, sphere_rabitq4) FOR SEARCH,
FUNCTION 1 _vchordrq_support_rabitq4_l2_ops();
CREATE OPERATOR CLASS rabitq4_ip_ops
FOR TYPE rabitq4 USING vchordrq FAMILY rabitq4_ip_ops AS
OPERATOR 1 <#> (rabitq4, rabitq4) FOR ORDER BY float_ops,
OPERATOR 2 <<#>> (rabitq4, sphere_rabitq4) FOR SEARCH,
FUNCTION 1 _vchordrq_support_rabitq4_ip_ops();
CREATE OPERATOR CLASS rabitq4_cosine_ops
FOR TYPE rabitq4 USING vchordrq FAMILY rabitq4_cosine_ops AS
OPERATOR 1 <=> (rabitq4, rabitq4) FOR ORDER BY float_ops,
OPERATOR 2 <<=>> (rabitq4, sphere_rabitq4) FOR SEARCH,
FUNCTION 1 _vchordrq_support_rabitq4_cosine_ops();
CREATE OPERATOR CLASS vector_maxsim_ops
FOR TYPE vector[] USING vchordrq FAMILY vector_maxsim_ops AS
OPERATOR 3 @# (vector[], vector[]) FOR ORDER BY float_ops,
FUNCTION 1 _vchordrq_support_vector_maxsim_ops();
CREATE OPERATOR CLASS halfvec_maxsim_ops
FOR TYPE halfvec[] USING vchordrq FAMILY halfvec_maxsim_ops AS
OPERATOR 3 @# (halfvec[], halfvec[]) FOR ORDER BY float_ops,
FUNCTION 1 _vchordrq_support_halfvec_maxsim_ops();
CREATE OPERATOR CLASS rabitq8_maxsim_ops
FOR TYPE rabitq8[] USING vchordrq FAMILY rabitq8_maxsim_ops AS
OPERATOR 3 @# (rabitq8[], rabitq8[]) FOR ORDER BY float_ops,
FUNCTION 1 _vchordrq_support_rabitq8_maxsim_ops();
CREATE OPERATOR CLASS rabitq4_maxsim_ops
FOR TYPE rabitq4[] USING vchordrq FAMILY rabitq4_maxsim_ops AS
OPERATOR 3 @# (rabitq4[], rabitq4[]) FOR ORDER BY float_ops,
FUNCTION 1 _vchordrq_support_rabitq4_maxsim_ops();
CREATE OPERATOR CLASS vector_l2_ops
FOR TYPE vector USING vchordg FAMILY vector_l2_ops AS
OPERATOR 1 <-> (vector, vector) FOR ORDER BY float_ops,
OPERATOR 2 <<->> (vector, sphere_vector) FOR SEARCH,
FUNCTION 1 _vchordg_support_vector_l2_ops();
CREATE OPERATOR CLASS vector_ip_ops
FOR TYPE vector USING vchordg FAMILY vector_ip_ops AS
OPERATOR 1 <#> (vector, vector) FOR ORDER BY float_ops,
OPERATOR 2 <<#>> (vector, sphere_vector) FOR SEARCH,
FUNCTION 1 _vchordg_support_vector_ip_ops();
CREATE OPERATOR CLASS vector_cosine_ops
FOR TYPE vector USING vchordg FAMILY vector_cosine_ops AS
OPERATOR 1 <=> (vector, vector) FOR ORDER BY float_ops,
OPERATOR 2 <<=>> (vector, sphere_vector) FOR SEARCH,
FUNCTION 1 _vchordg_support_vector_cosine_ops();
CREATE OPERATOR CLASS halfvec_l2_ops
FOR TYPE halfvec USING vchordg FAMILY halfvec_l2_ops AS
OPERATOR 1 <-> (halfvec, halfvec) FOR ORDER BY float_ops,
OPERATOR 2 <<->> (halfvec, sphere_halfvec) FOR SEARCH,
FUNCTION 1 _vchordg_support_halfvec_l2_ops();
CREATE OPERATOR CLASS halfvec_ip_ops
FOR TYPE halfvec USING vchordg FAMILY halfvec_ip_ops AS
OPERATOR 1 <#> (halfvec, halfvec) FOR ORDER BY float_ops,
OPERATOR 2 <<#>> (halfvec, sphere_halfvec) FOR SEARCH,
FUNCTION 1 _vchordg_support_halfvec_ip_ops();
CREATE OPERATOR CLASS halfvec_cosine_ops
FOR TYPE halfvec USING vchordg FAMILY halfvec_cosine_ops AS
OPERATOR 1 <=> (halfvec, halfvec) FOR ORDER BY float_ops,
OPERATOR 2 <<=>> (halfvec, sphere_halfvec) FOR SEARCH,
FUNCTION 1 _vchordg_support_halfvec_cosine_ops();
CREATE OPERATOR CLASS rabitq8_l2_ops
FOR TYPE rabitq8 USING vchordg FAMILY rabitq8_l2_ops AS
OPERATOR 1 <-> (rabitq8, rabitq8) FOR ORDER BY float_ops,
OPERATOR 2 <<->> (rabitq8, sphere_rabitq8) FOR SEARCH,
FUNCTION 1 _vchordg_support_rabitq8_l2_ops();
CREATE OPERATOR CLASS rabitq8_ip_ops
FOR TYPE rabitq8 USING vchordg FAMILY rabitq8_ip_ops AS
OPERATOR 1 <#> (rabitq8, rabitq8) FOR ORDER BY float_ops,
OPERATOR 2 <<#>> (rabitq8, sphere_rabitq8) FOR SEARCH,
FUNCTION 1 _vchordg_support_rabitq8_ip_ops();
CREATE OPERATOR CLASS rabitq8_cosine_ops
FOR TYPE rabitq8 USING vchordg FAMILY rabitq8_cosine_ops AS
OPERATOR 1 <=> (rabitq8, rabitq8) FOR ORDER BY float_ops,
OPERATOR 2 <<=>> (rabitq8, sphere_rabitq8) FOR SEARCH,
FUNCTION 1 _vchordg_support_rabitq8_cosine_ops();
CREATE OPERATOR CLASS rabitq4_l2_ops
FOR TYPE rabitq4 USING vchordg FAMILY rabitq4_l2_ops AS
OPERATOR 1 <-> (rabitq4, rabitq4) FOR ORDER BY float_ops,
OPERATOR 2 <<->> (rabitq4, sphere_rabitq4) FOR SEARCH,
FUNCTION 1 _vchordg_support_rabitq4_l2_ops();
CREATE OPERATOR CLASS rabitq4_ip_ops
FOR TYPE rabitq4 USING vchordg FAMILY rabitq4_ip_ops AS
OPERATOR 1 <#> (rabitq4, rabitq4) FOR ORDER BY float_ops,
OPERATOR 2 <<#>> (rabitq4, sphere_rabitq4) FOR SEARCH,
FUNCTION 1 _vchordg_support_rabitq4_ip_ops();
CREATE OPERATOR CLASS rabitq4_cosine_ops
FOR TYPE rabitq4 USING vchordg FAMILY rabitq4_cosine_ops AS
OPERATOR 1 <=> (rabitq4, rabitq4) FOR ORDER BY float_ops,
OPERATOR 2 <<=>> (rabitq4, sphere_rabitq4) FOR SEARCH,
FUNCTION 1 _vchordg_support_rabitq4_cosine_ops();
-- List of views
CREATE VIEW vchordrq_sampled_queries AS
SELECT
record.schema_name,
record.index_name,
record.table_name,
record.column_name,
record.operator,
record.value
FROM
(
SELECT i.oid
FROM pg_catalog.pg_class AS i
JOIN pg_catalog.pg_index AS ix ON i.oid = ix.indexrelid
JOIN pg_catalog.pg_opclass AS opc ON ix.indclass[0] = opc.oid
JOIN pg_catalog.pg_am AS am ON opc.opcmethod = am.oid
WHERE am.amname = 'vchordrq'
) AS index_oids
CROSS JOIN LATERAL vchordrq_sampled_queries(index_oids.oid::regclass) AS record;