git-subtree-dir: vendor/ruvector git-subtree-split: b64c21726f2bb37286d9ee36a7869fef60cc6900
1095 lines
45 KiB
PL/PgSQL
1095 lines
45 KiB
PL/PgSQL
-- RuVector PostgreSQL Extension v0.3
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-- Version: 0.3.0
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-- High-performance vector similarity search with SIMD optimizations
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-- Features: 270+ SQL functions, Solver, Math, TDA, Extended Attention, Sona, Domain Expansion
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-- Complain if script is sourced in psql, rather than via CREATE EXTENSION
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\echo Use "CREATE EXTENSION ruvector" to load this file. \quit
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-- ============================================================================
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-- Utility Functions
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-- ============================================================================
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-- Get extension version
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CREATE OR REPLACE FUNCTION ruvector_version()
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RETURNS text
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AS 'MODULE_PATHNAME', 'ruvector_version_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Get SIMD info
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CREATE OR REPLACE FUNCTION ruvector_simd_info()
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RETURNS text
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AS 'MODULE_PATHNAME', 'ruvector_simd_info_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Get memory stats
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CREATE OR REPLACE FUNCTION ruvector_memory_stats()
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_memory_stats_wrapper'
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LANGUAGE C VOLATILE PARALLEL SAFE;
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-- ============================================================================
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-- Native RuVector Type (pgvector-compatible)
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-- ============================================================================
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-- Create the ruvector type using low-level I/O functions
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CREATE TYPE ruvector;
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CREATE OR REPLACE FUNCTION ruvector_in(cstring) RETURNS ruvector
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AS 'MODULE_PATHNAME', 'ruvector_in' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_out(ruvector) RETURNS cstring
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AS 'MODULE_PATHNAME', 'ruvector_out' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_recv(internal) RETURNS ruvector
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AS 'MODULE_PATHNAME', 'ruvector_recv' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_send(ruvector) RETURNS bytea
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AS 'MODULE_PATHNAME', 'ruvector_send' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_typmod_in(cstring[]) RETURNS int
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AS 'MODULE_PATHNAME', 'ruvector_typmod_in' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_typmod_out(int) RETURNS cstring
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AS 'MODULE_PATHNAME', 'ruvector_typmod_out' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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CREATE TYPE ruvector (
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INPUT = ruvector_in,
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OUTPUT = ruvector_out,
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RECEIVE = ruvector_recv,
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SEND = ruvector_send,
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TYPMOD_IN = ruvector_typmod_in,
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TYPMOD_OUT = ruvector_typmod_out,
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STORAGE = extended,
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INTERNALLENGTH = VARIABLE,
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ALIGNMENT = double
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);
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-- ============================================================================
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-- Native RuVector Distance Functions (SIMD-optimized)
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-- ============================================================================
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-- L2 distance for native ruvector type
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CREATE OR REPLACE FUNCTION ruvector_l2_distance(a ruvector, b ruvector)
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RETURNS real
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AS 'MODULE_PATHNAME', 'ruvector_l2_distance_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Cosine distance for native ruvector type
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CREATE OR REPLACE FUNCTION ruvector_cosine_distance(a ruvector, b ruvector)
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RETURNS real
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AS 'MODULE_PATHNAME', 'ruvector_cosine_distance_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Inner product for native ruvector type
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CREATE OR REPLACE FUNCTION ruvector_inner_product(a ruvector, b ruvector)
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RETURNS real
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AS 'MODULE_PATHNAME', 'ruvector_inner_product_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Manhattan (L1) distance for native ruvector type
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CREATE OR REPLACE FUNCTION ruvector_l1_distance(a ruvector, b ruvector)
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RETURNS real
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AS 'MODULE_PATHNAME', 'ruvector_l1_distance_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Get dimensions of ruvector
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CREATE OR REPLACE FUNCTION ruvector_dims(v ruvector)
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RETURNS int
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AS 'MODULE_PATHNAME', 'ruvector_dims_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Get L2 norm of ruvector
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CREATE OR REPLACE FUNCTION ruvector_norm(v ruvector)
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RETURNS real
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AS 'MODULE_PATHNAME', 'ruvector_norm_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Normalize ruvector
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CREATE OR REPLACE FUNCTION ruvector_normalize(v ruvector)
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RETURNS ruvector
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AS 'MODULE_PATHNAME', 'ruvector_normalize_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Add two ruvectors
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CREATE OR REPLACE FUNCTION ruvector_add(a ruvector, b ruvector)
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RETURNS ruvector
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AS 'MODULE_PATHNAME', 'ruvector_add_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Subtract two ruvectors
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CREATE OR REPLACE FUNCTION ruvector_sub(a ruvector, b ruvector)
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RETURNS ruvector
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AS 'MODULE_PATHNAME', 'ruvector_sub_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Multiply ruvector by scalar
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CREATE OR REPLACE FUNCTION ruvector_mul_scalar(v ruvector, s real)
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RETURNS ruvector
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AS 'MODULE_PATHNAME', 'ruvector_mul_scalar_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- ============================================================================
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-- Operators for Native RuVector Type
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-- ============================================================================
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-- L2 distance operator (<->)
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CREATE OPERATOR <-> (
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LEFTARG = ruvector,
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RIGHTARG = ruvector,
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FUNCTION = ruvector_l2_distance,
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COMMUTATOR = '<->'
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);
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-- Cosine distance operator (<=>)
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CREATE OPERATOR <=> (
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LEFTARG = ruvector,
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RIGHTARG = ruvector,
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FUNCTION = ruvector_cosine_distance,
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COMMUTATOR = '<=>'
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);
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-- Inner product operator (<#>)
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CREATE OPERATOR <#> (
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LEFTARG = ruvector,
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RIGHTARG = ruvector,
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FUNCTION = ruvector_inner_product,
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COMMUTATOR = '<#>'
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);
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-- Addition operator (+)
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CREATE OPERATOR + (
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LEFTARG = ruvector,
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RIGHTARG = ruvector,
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FUNCTION = ruvector_add,
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COMMUTATOR = '+'
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);
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-- Subtraction operator (-)
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CREATE OPERATOR - (
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LEFTARG = ruvector,
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RIGHTARG = ruvector,
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FUNCTION = ruvector_sub
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);
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-- ============================================================================
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-- Distance Functions (array-based with SIMD optimization)
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-- ============================================================================
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-- L2 (Euclidean) distance between two float arrays
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CREATE OR REPLACE FUNCTION l2_distance_arr(a real[], b real[])
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RETURNS real
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AS 'MODULE_PATHNAME', 'l2_distance_arr_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Inner product between two float arrays
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CREATE OR REPLACE FUNCTION inner_product_arr(a real[], b real[])
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RETURNS real
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AS 'MODULE_PATHNAME', 'inner_product_arr_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Negative inner product (for ORDER BY ASC nearest neighbor)
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CREATE OR REPLACE FUNCTION neg_inner_product_arr(a real[], b real[])
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RETURNS real
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AS 'MODULE_PATHNAME', 'neg_inner_product_arr_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Cosine distance between two float arrays
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CREATE OR REPLACE FUNCTION cosine_distance_arr(a real[], b real[])
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RETURNS real
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AS 'MODULE_PATHNAME', 'cosine_distance_arr_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Cosine similarity between two float arrays
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CREATE OR REPLACE FUNCTION cosine_similarity_arr(a real[], b real[])
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RETURNS real
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AS 'MODULE_PATHNAME', 'cosine_similarity_arr_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- L1 (Manhattan) distance between two float arrays
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CREATE OR REPLACE FUNCTION l1_distance_arr(a real[], b real[])
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RETURNS real
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AS 'MODULE_PATHNAME', 'l1_distance_arr_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- ============================================================================
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-- Vector Utility Functions
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-- ============================================================================
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-- Normalize a vector to unit length
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CREATE OR REPLACE FUNCTION vector_normalize(v real[])
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'vector_normalize_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Add two vectors element-wise
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CREATE OR REPLACE FUNCTION vector_add(a real[], b real[])
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'vector_add_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Subtract two vectors element-wise
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CREATE OR REPLACE FUNCTION vector_sub(a real[], b real[])
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'vector_sub_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Multiply vector by scalar
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CREATE OR REPLACE FUNCTION vector_mul_scalar(v real[], scalar real)
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'vector_mul_scalar_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Get vector dimensions
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CREATE OR REPLACE FUNCTION vector_dims(v real[])
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RETURNS int
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AS 'MODULE_PATHNAME', 'vector_dims_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Get vector L2 norm
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CREATE OR REPLACE FUNCTION vector_norm(v real[])
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RETURNS real
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AS 'MODULE_PATHNAME', 'vector_norm_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Average two vectors
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CREATE OR REPLACE FUNCTION vector_avg2(a real[], b real[])
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'vector_avg2_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- ============================================================================
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-- Quantization Functions
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-- ============================================================================
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-- Binary quantize a vector
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CREATE OR REPLACE FUNCTION binary_quantize_arr(v real[])
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RETURNS bytea
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AS 'MODULE_PATHNAME', 'binary_quantize_arr_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Scalar quantize a vector (SQ8)
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CREATE OR REPLACE FUNCTION scalar_quantize_arr(v real[])
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'scalar_quantize_arr_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- ============================================================================
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-- Aggregate Functions
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-- ============================================================================
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-- State transition function for vector sum
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CREATE OR REPLACE FUNCTION vector_sum_state(state real[], value real[])
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RETURNS real[]
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AS $$
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SELECT CASE
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WHEN state IS NULL THEN value
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WHEN value IS NULL THEN state
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ELSE vector_add(state, value)
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END;
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$$ LANGUAGE SQL IMMUTABLE PARALLEL SAFE;
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-- Final function for vector average
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CREATE OR REPLACE FUNCTION vector_avg_final(state real[], count bigint)
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RETURNS real[]
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AS $$
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SELECT CASE
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WHEN state IS NULL OR count = 0 THEN NULL
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ELSE vector_mul_scalar(state, 1.0 / count::real)
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END;
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$$ LANGUAGE SQL IMMUTABLE PARALLEL SAFE;
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-- Vector sum aggregate
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CREATE AGGREGATE vector_sum(real[]) (
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SFUNC = vector_sum_state,
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STYPE = real[],
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PARALLEL = SAFE
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);
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-- ============================================================================
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-- Fast Pre-Normalized Cosine Distance (3x faster)
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-- ============================================================================
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-- Cosine distance for pre-normalized vectors (only dot product)
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CREATE OR REPLACE FUNCTION cosine_distance_normalized_arr(a real[], b real[])
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RETURNS real
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AS 'MODULE_PATHNAME', 'cosine_distance_normalized_arr_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- ============================================================================
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-- Temporal Compression Functions
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-- ============================================================================
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-- Compute delta between two consecutive vectors
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CREATE OR REPLACE FUNCTION temporal_delta(current real[], previous real[])
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'temporal_delta_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Reconstruct vector from delta and previous vector
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CREATE OR REPLACE FUNCTION temporal_undelta(delta real[], previous real[])
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'temporal_undelta_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Exponential moving average update
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CREATE OR REPLACE FUNCTION temporal_ema_update(current real[], ema_prev real[], alpha real)
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'temporal_ema_update_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Compute temporal drift (rate of change)
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CREATE OR REPLACE FUNCTION temporal_drift(v1 real[], v2 real[], time_delta real)
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RETURNS real
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AS 'MODULE_PATHNAME', 'temporal_drift_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Compute velocity (first derivative)
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CREATE OR REPLACE FUNCTION temporal_velocity(v_t0 real[], v_t1 real[], dt real)
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'temporal_velocity_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- ============================================================================
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-- Attention Mechanism Functions
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-- ============================================================================
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-- Compute scaled attention score between query and key
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CREATE OR REPLACE FUNCTION attention_score(query real[], key real[])
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RETURNS real
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AS 'MODULE_PATHNAME', 'attention_score_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Apply softmax to scores array
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CREATE OR REPLACE FUNCTION attention_softmax(scores real[])
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'attention_softmax_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Weighted vector addition for attention
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CREATE OR REPLACE FUNCTION attention_weighted_add(accumulator real[], value real[], weight real)
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'attention_weighted_add_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Initialize attention accumulator
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CREATE OR REPLACE FUNCTION attention_init(dim int)
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'attention_init_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Compute single attention (returns JSON with score and value)
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CREATE OR REPLACE FUNCTION attention_single(query real[], key real[], value real[], score_offset real)
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'attention_single_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- ============================================================================
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-- Graph Traversal Functions
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-- ============================================================================
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-- Compute edge similarity between two vectors
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CREATE OR REPLACE FUNCTION graph_edge_similarity(source real[], target real[])
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RETURNS real
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AS 'MODULE_PATHNAME', 'graph_edge_similarity_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- PageRank contribution calculation
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CREATE OR REPLACE FUNCTION graph_pagerank_contribution(importance real, num_neighbors int, damping real)
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RETURNS real
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AS 'MODULE_PATHNAME', 'graph_pagerank_contribution_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- PageRank base importance
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CREATE OR REPLACE FUNCTION graph_pagerank_base(num_nodes int, damping real)
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RETURNS real
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AS 'MODULE_PATHNAME', 'graph_pagerank_base_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Check semantic connection
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CREATE OR REPLACE FUNCTION graph_is_connected(v1 real[], v2 real[], threshold real)
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RETURNS boolean
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AS 'MODULE_PATHNAME', 'graph_is_connected_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Centroid update for clustering
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CREATE OR REPLACE FUNCTION graph_centroid_update(centroid real[], neighbor real[], weight real)
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'graph_centroid_update_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Bipartite matching score for RAG
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CREATE OR REPLACE FUNCTION graph_bipartite_score(query real[], node real[], edge_weight real)
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RETURNS real
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AS 'MODULE_PATHNAME', 'graph_bipartite_score_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- ============================================================================
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-- Hyperbolic Geometry Functions
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-- ============================================================================
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-- Poincare distance
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CREATE OR REPLACE FUNCTION ruvector_poincare_distance(a real[], b real[], curvature real DEFAULT -1.0)
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RETURNS real
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AS 'MODULE_PATHNAME', 'ruvector_poincare_distance_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Lorentz/hyperboloid distance
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CREATE OR REPLACE FUNCTION ruvector_lorentz_distance(a real[], b real[], curvature real DEFAULT -1.0)
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RETURNS real
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AS 'MODULE_PATHNAME', 'ruvector_lorentz_distance_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Mobius addition in Poincare ball
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CREATE OR REPLACE FUNCTION ruvector_mobius_add(a real[], b real[], curvature real DEFAULT -1.0)
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'ruvector_mobius_add_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Exponential map (tangent to manifold)
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CREATE OR REPLACE FUNCTION ruvector_exp_map(base real[], tangent real[], curvature real DEFAULT -1.0)
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'ruvector_exp_map_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Logarithmic map (manifold to tangent)
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CREATE OR REPLACE FUNCTION ruvector_log_map(base real[], target real[], curvature real DEFAULT -1.0)
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'ruvector_log_map_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Convert Poincare to Lorentz coordinates
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CREATE OR REPLACE FUNCTION ruvector_poincare_to_lorentz(poincare real[], curvature real DEFAULT -1.0)
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'ruvector_poincare_to_lorentz_wrapper'
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LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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-- Convert Lorentz to Poincare coordinates
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CREATE OR REPLACE FUNCTION ruvector_lorentz_to_poincare(lorentz real[], curvature real DEFAULT -1.0)
|
|
RETURNS real[]
|
|
AS 'MODULE_PATHNAME', 'ruvector_lorentz_to_poincare_wrapper'
|
|
LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
|
|
|
-- Minkowski inner product
|
|
CREATE OR REPLACE FUNCTION ruvector_minkowski_dot(a real[], b real[])
|
|
RETURNS real
|
|
AS 'MODULE_PATHNAME', 'ruvector_minkowski_dot_wrapper'
|
|
LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
|
|
|
-- ============================================================================
|
|
-- GNN (Graph Neural Network) Functions
|
|
-- ============================================================================
|
|
-- Note: GCN and GraphSAGE functions are auto-generated by pgrx with JsonB signature
|
|
-- The functions ruvector_gcn_forward and ruvector_graphsage_forward use JsonB types
|
|
-- and are defined in src/gnn/operators.rs with #[pg_extern] macro
|
|
|
|
-- ============================================================================
|
|
-- Routing/Agent Functions (Tiny Dancer)
|
|
-- ============================================================================
|
|
|
|
-- Register an agent
|
|
CREATE OR REPLACE FUNCTION ruvector_register_agent(name text, agent_type text, capabilities text[], cost_per_request real, avg_latency_ms real, quality_score real)
|
|
RETURNS boolean
|
|
AS 'MODULE_PATHNAME', 'ruvector_register_agent_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Register agent with full config
|
|
CREATE OR REPLACE FUNCTION ruvector_register_agent_full(config jsonb)
|
|
RETURNS boolean
|
|
AS 'MODULE_PATHNAME', 'ruvector_register_agent_full_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Update agent metrics
|
|
CREATE OR REPLACE FUNCTION ruvector_update_agent_metrics(name text, latency_ms real, success boolean, quality real DEFAULT NULL)
|
|
RETURNS boolean
|
|
AS 'MODULE_PATHNAME', 'ruvector_update_agent_metrics_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Remove agent
|
|
CREATE OR REPLACE FUNCTION ruvector_remove_agent(name text)
|
|
RETURNS boolean
|
|
AS 'MODULE_PATHNAME', 'ruvector_remove_agent_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Set agent active status
|
|
CREATE OR REPLACE FUNCTION ruvector_set_agent_active(name text, is_active boolean)
|
|
RETURNS boolean
|
|
AS 'MODULE_PATHNAME', 'ruvector_set_agent_active_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Route request to best agent
|
|
CREATE OR REPLACE FUNCTION ruvector_route(embedding real[], optimize_for text DEFAULT 'balanced', constraints jsonb DEFAULT NULL)
|
|
RETURNS jsonb
|
|
AS 'MODULE_PATHNAME', 'ruvector_route_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- List all agents
|
|
CREATE OR REPLACE FUNCTION ruvector_list_agents()
|
|
RETURNS TABLE(name text, agent_type text, capabilities text[], cost_per_request real, avg_latency_ms real, quality_score real, success_rate real, total_requests bigint, is_active boolean)
|
|
AS 'MODULE_PATHNAME', 'ruvector_list_agents_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Get agent details
|
|
CREATE OR REPLACE FUNCTION ruvector_get_agent(name text)
|
|
RETURNS jsonb
|
|
AS 'MODULE_PATHNAME', 'ruvector_get_agent_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Find agents by capability
|
|
CREATE OR REPLACE FUNCTION ruvector_find_agents_by_capability(capability text, max_results int DEFAULT 10)
|
|
RETURNS TABLE(name text, quality_score real, avg_latency_ms real, cost_per_request real)
|
|
AS 'MODULE_PATHNAME', 'ruvector_find_agents_by_capability_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Get routing statistics
|
|
CREATE OR REPLACE FUNCTION ruvector_routing_stats()
|
|
RETURNS jsonb
|
|
AS 'MODULE_PATHNAME', 'ruvector_routing_stats_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Clear all agents
|
|
CREATE OR REPLACE FUNCTION ruvector_clear_agents()
|
|
RETURNS boolean
|
|
AS 'MODULE_PATHNAME', 'ruvector_clear_agents_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- ============================================================================
|
|
-- Learning/ReasoningBank Functions
|
|
-- ============================================================================
|
|
|
|
-- Enable learning for a table
|
|
CREATE OR REPLACE FUNCTION ruvector_enable_learning(table_name text, config jsonb DEFAULT NULL)
|
|
RETURNS text
|
|
AS 'MODULE_PATHNAME', 'ruvector_enable_learning_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Record feedback for learning
|
|
CREATE OR REPLACE FUNCTION ruvector_record_feedback(table_name text, query_vector real[], relevant_ids bigint[], irrelevant_ids bigint[])
|
|
RETURNS text
|
|
AS 'MODULE_PATHNAME', 'ruvector_record_feedback_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Get learning statistics
|
|
CREATE OR REPLACE FUNCTION ruvector_learning_stats(table_name text)
|
|
RETURNS jsonb
|
|
AS 'MODULE_PATHNAME', 'ruvector_learning_stats_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Auto-tune search parameters
|
|
CREATE OR REPLACE FUNCTION ruvector_auto_tune(table_name text, optimize_for text DEFAULT 'balanced', sample_queries real[][] DEFAULT NULL)
|
|
RETURNS jsonb
|
|
AS 'MODULE_PATHNAME', 'ruvector_auto_tune_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Extract query patterns
|
|
CREATE OR REPLACE FUNCTION ruvector_extract_patterns(table_name text, num_clusters int DEFAULT 10)
|
|
RETURNS text
|
|
AS 'MODULE_PATHNAME', 'ruvector_extract_patterns_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Get optimized search parameters for query
|
|
CREATE OR REPLACE FUNCTION ruvector_get_search_params(table_name text, query_vector real[])
|
|
RETURNS jsonb
|
|
AS 'MODULE_PATHNAME', 'ruvector_get_search_params_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Clear learning data
|
|
CREATE OR REPLACE FUNCTION ruvector_clear_learning(table_name text)
|
|
RETURNS text
|
|
AS 'MODULE_PATHNAME', 'ruvector_clear_learning_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- ============================================================================
|
|
-- Graph/Cypher Functions
|
|
-- ============================================================================
|
|
|
|
-- Create a new graph
|
|
CREATE OR REPLACE FUNCTION ruvector_create_graph(name text)
|
|
RETURNS boolean
|
|
AS 'MODULE_PATHNAME', 'ruvector_create_graph_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Execute Cypher query
|
|
CREATE OR REPLACE FUNCTION ruvector_cypher(graph_name text, query text, params jsonb DEFAULT NULL)
|
|
RETURNS SETOF jsonb
|
|
AS 'MODULE_PATHNAME', 'ruvector_cypher_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Add node to graph
|
|
CREATE OR REPLACE FUNCTION ruvector_add_node(graph_name text, labels text[], properties jsonb)
|
|
RETURNS bigint
|
|
AS 'MODULE_PATHNAME', 'ruvector_add_node_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Add edge to graph
|
|
CREATE OR REPLACE FUNCTION ruvector_add_edge(graph_name text, source_id bigint, target_id bigint, edge_type text, properties jsonb)
|
|
RETURNS bigint
|
|
AS 'MODULE_PATHNAME', 'ruvector_add_edge_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Find shortest path
|
|
CREATE OR REPLACE FUNCTION ruvector_shortest_path(graph_name text, start_id bigint, end_id bigint, max_hops int DEFAULT 10)
|
|
RETURNS jsonb
|
|
AS 'MODULE_PATHNAME', 'ruvector_shortest_path_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Get graph statistics
|
|
CREATE OR REPLACE FUNCTION ruvector_graph_stats(graph_name text)
|
|
RETURNS jsonb
|
|
AS 'MODULE_PATHNAME', 'ruvector_graph_stats_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- List all graphs
|
|
CREATE OR REPLACE FUNCTION ruvector_list_graphs()
|
|
RETURNS text[]
|
|
AS 'MODULE_PATHNAME', 'ruvector_list_graphs_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Delete a graph
|
|
CREATE OR REPLACE FUNCTION ruvector_delete_graph(graph_name text)
|
|
RETURNS boolean
|
|
AS 'MODULE_PATHNAME', 'ruvector_delete_graph_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- ============================================================================
|
|
-- SPARQL / RDF Triple Store Operations (W3C SPARQL 1.1)
|
|
-- ============================================================================
|
|
|
|
-- Create a new RDF triple store
|
|
CREATE OR REPLACE FUNCTION ruvector_create_rdf_store(name text)
|
|
RETURNS boolean
|
|
AS 'MODULE_PATHNAME', 'ruvector_create_rdf_store_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Execute SPARQL query with format selection
|
|
CREATE OR REPLACE FUNCTION ruvector_sparql(store_name text, query text, format text)
|
|
RETURNS text
|
|
AS 'MODULE_PATHNAME', 'ruvector_sparql_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Execute SPARQL query and return JSONB
|
|
CREATE OR REPLACE FUNCTION ruvector_sparql_json(store_name text, query text)
|
|
RETURNS jsonb
|
|
AS 'MODULE_PATHNAME', 'ruvector_sparql_json_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Insert RDF triple
|
|
CREATE OR REPLACE FUNCTION ruvector_insert_triple(store_name text, subject text, predicate text, object text)
|
|
RETURNS bigint
|
|
AS 'MODULE_PATHNAME', 'ruvector_insert_triple_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Insert RDF triple into named graph
|
|
CREATE OR REPLACE FUNCTION ruvector_insert_triple_graph(store_name text, subject text, predicate text, object text, graph text)
|
|
RETURNS bigint
|
|
AS 'MODULE_PATHNAME', 'ruvector_insert_triple_graph_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Bulk load N-Triples format
|
|
CREATE OR REPLACE FUNCTION ruvector_load_ntriples(store_name text, ntriples text)
|
|
RETURNS bigint
|
|
AS 'MODULE_PATHNAME', 'ruvector_load_ntriples_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Get RDF store statistics
|
|
CREATE OR REPLACE FUNCTION ruvector_rdf_stats(store_name text)
|
|
RETURNS jsonb
|
|
AS 'MODULE_PATHNAME', 'ruvector_rdf_stats_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Query triples by pattern (NULL for wildcards)
|
|
CREATE OR REPLACE FUNCTION ruvector_query_triples(store_name text, subject text DEFAULT NULL, predicate text DEFAULT NULL, object text DEFAULT NULL)
|
|
RETURNS jsonb
|
|
AS 'MODULE_PATHNAME', 'ruvector_query_triples_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Clear all triples from store
|
|
CREATE OR REPLACE FUNCTION ruvector_clear_rdf_store(store_name text)
|
|
RETURNS boolean
|
|
AS 'MODULE_PATHNAME', 'ruvector_clear_rdf_store_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Delete RDF triple store
|
|
CREATE OR REPLACE FUNCTION ruvector_delete_rdf_store(store_name text)
|
|
RETURNS boolean
|
|
AS 'MODULE_PATHNAME', 'ruvector_delete_rdf_store_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- List all RDF stores
|
|
CREATE OR REPLACE FUNCTION ruvector_list_rdf_stores()
|
|
RETURNS text[]
|
|
AS 'MODULE_PATHNAME', 'ruvector_list_rdf_stores_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- Execute SPARQL UPDATE operations
|
|
CREATE OR REPLACE FUNCTION ruvector_sparql_update(store_name text, query text)
|
|
RETURNS boolean
|
|
AS 'MODULE_PATHNAME', 'ruvector_sparql_update_wrapper'
|
|
LANGUAGE C VOLATILE PARALLEL SAFE;
|
|
|
|
-- ============================================================================
|
|
-- Comments
|
|
-- ============================================================================
|
|
|
|
COMMENT ON FUNCTION ruvector_version() IS 'Returns RuVector extension version';
|
|
COMMENT ON FUNCTION ruvector_simd_info() IS 'Returns SIMD capability information';
|
|
COMMENT ON FUNCTION ruvector_memory_stats() IS 'Returns memory statistics for the extension';
|
|
COMMENT ON FUNCTION l2_distance_arr(real[], real[]) IS 'Compute L2 (Euclidean) distance between two vectors';
|
|
COMMENT ON FUNCTION cosine_distance_arr(real[], real[]) IS 'Compute cosine distance between two vectors';
|
|
COMMENT ON FUNCTION cosine_distance_normalized_arr(real[], real[]) IS 'Fast cosine distance for pre-normalized vectors (3x faster)';
|
|
COMMENT ON FUNCTION inner_product_arr(real[], real[]) IS 'Compute inner product between two vectors';
|
|
COMMENT ON FUNCTION l1_distance_arr(real[], real[]) IS 'Compute L1 (Manhattan) distance between two vectors';
|
|
COMMENT ON FUNCTION vector_normalize(real[]) IS 'Normalize a vector to unit length';
|
|
COMMENT ON FUNCTION vector_add(real[], real[]) IS 'Add two vectors element-wise';
|
|
COMMENT ON FUNCTION vector_sub(real[], real[]) IS 'Subtract two vectors element-wise';
|
|
COMMENT ON FUNCTION vector_mul_scalar(real[], real) IS 'Multiply vector by scalar';
|
|
COMMENT ON FUNCTION vector_dims(real[]) IS 'Get vector dimensions';
|
|
COMMENT ON FUNCTION vector_norm(real[]) IS 'Get vector L2 norm';
|
|
COMMENT ON FUNCTION binary_quantize_arr(real[]) IS 'Binary quantize a vector (32x compression)';
|
|
COMMENT ON FUNCTION scalar_quantize_arr(real[]) IS 'Scalar quantize a vector (4x compression)';
|
|
COMMENT ON FUNCTION temporal_delta(real[], real[]) IS 'Compute delta between consecutive vectors for compression';
|
|
COMMENT ON FUNCTION temporal_undelta(real[], real[]) IS 'Reconstruct vector from delta encoding';
|
|
COMMENT ON FUNCTION temporal_ema_update(real[], real[], real) IS 'Exponential moving average update step';
|
|
COMMENT ON FUNCTION temporal_drift(real[], real[], real) IS 'Compute temporal drift (rate of change) between vectors';
|
|
COMMENT ON FUNCTION temporal_velocity(real[], real[], real) IS 'Compute velocity (first derivative) of vector';
|
|
COMMENT ON FUNCTION attention_score(real[], real[]) IS 'Compute scaled attention score between query and key';
|
|
COMMENT ON FUNCTION attention_softmax(real[]) IS 'Apply softmax to scores array';
|
|
COMMENT ON FUNCTION attention_weighted_add(real[], real[], real) IS 'Weighted vector addition for attention';
|
|
COMMENT ON FUNCTION attention_init(int) IS 'Initialize zero-vector accumulator for attention';
|
|
COMMENT ON FUNCTION attention_single(real[], real[], real[], real) IS 'Single key-value attention with score';
|
|
COMMENT ON FUNCTION graph_edge_similarity(real[], real[]) IS 'Compute edge similarity (cosine) between vectors';
|
|
COMMENT ON FUNCTION graph_pagerank_contribution(real, int, real) IS 'Calculate PageRank contribution to neighbors';
|
|
COMMENT ON FUNCTION graph_pagerank_base(int, real) IS 'Initialize PageRank base importance';
|
|
COMMENT ON FUNCTION graph_is_connected(real[], real[], real) IS 'Check if vectors are semantically connected';
|
|
COMMENT ON FUNCTION graph_centroid_update(real[], real[], real) IS 'Update centroid with neighbor contribution';
|
|
|
|
-- SPARQL / RDF Comments
|
|
COMMENT ON FUNCTION ruvector_create_rdf_store(text) IS 'Create a new RDF triple store for SPARQL queries';
|
|
COMMENT ON FUNCTION ruvector_sparql(text, text, text) IS 'Execute W3C SPARQL 1.1 query (SELECT, ASK, CONSTRUCT, DESCRIBE) with format selection (json, xml, csv, tsv)';
|
|
COMMENT ON FUNCTION ruvector_sparql_json(text, text) IS 'Execute SPARQL query and return results as JSONB';
|
|
COMMENT ON FUNCTION ruvector_insert_triple(text, text, text, text) IS 'Insert RDF triple (subject, predicate, object) into store';
|
|
COMMENT ON FUNCTION ruvector_insert_triple_graph(text, text, text, text, text) IS 'Insert RDF triple into named graph';
|
|
COMMENT ON FUNCTION ruvector_load_ntriples(text, text) IS 'Bulk load RDF triples from N-Triples format';
|
|
COMMENT ON FUNCTION ruvector_rdf_stats(text) IS 'Get statistics for RDF triple store (counts, graphs)';
|
|
COMMENT ON FUNCTION ruvector_query_triples(text, text, text, text) IS 'Query triples by pattern (use NULL for wildcards)';
|
|
COMMENT ON FUNCTION ruvector_clear_rdf_store(text) IS 'Clear all triples from RDF store';
|
|
COMMENT ON FUNCTION ruvector_delete_rdf_store(text) IS 'Delete RDF triple store completely';
|
|
COMMENT ON FUNCTION ruvector_list_rdf_stores() IS 'List all RDF triple stores';
|
|
COMMENT ON FUNCTION ruvector_sparql_update(text, text) IS 'Execute SPARQL UPDATE operations (INSERT DATA, DELETE DATA, DELETE/INSERT WHERE)';
|
|
COMMENT ON FUNCTION graph_bipartite_score(real[], real[], real) IS 'Compute bipartite matching score for RAG';
|
|
-- ============================================================================
|
|
-- ============================================================================
|
|
-- Embedding Generation Functions
|
|
-- ============================================================================
|
|
-- Note: Embedding functions require the 'embeddings' feature flag to be enabled
|
|
-- during compilation. These functions are not available in the default build.
|
|
-- To enable, build with: cargo pgrx package --features embeddings
|
|
|
|
-- ============================================================================
|
|
-- HNSW Access Method
|
|
-- ============================================================================
|
|
|
|
-- HNSW Access Method Handler
|
|
CREATE OR REPLACE FUNCTION hnsw_handler(internal)
|
|
RETURNS index_am_handler
|
|
AS 'MODULE_PATHNAME', 'hnsw_handler_wrapper'
|
|
LANGUAGE C STRICT;
|
|
|
|
-- Create HNSW Access Method
|
|
CREATE ACCESS METHOD hnsw TYPE INDEX HANDLER hnsw_handler;
|
|
|
|
-- ============================================================================
|
|
-- Operator Classes for HNSW
|
|
-- ============================================================================
|
|
|
|
-- HNSW Operator Class for L2 (Euclidean) distance
|
|
CREATE OPERATOR CLASS ruvector_l2_ops
|
|
DEFAULT FOR TYPE ruvector USING hnsw AS
|
|
OPERATOR 1 <-> (ruvector, ruvector) FOR ORDER BY float_ops,
|
|
FUNCTION 1 ruvector_l2_distance(ruvector, ruvector);
|
|
|
|
COMMENT ON OPERATOR CLASS ruvector_l2_ops USING hnsw IS
|
|
'ruvector HNSW operator class for L2/Euclidean distance';
|
|
|
|
-- HNSW Operator Class for Cosine distance
|
|
CREATE OPERATOR CLASS ruvector_cosine_ops
|
|
FOR TYPE ruvector USING hnsw AS
|
|
OPERATOR 1 <=> (ruvector, ruvector) FOR ORDER BY float_ops,
|
|
FUNCTION 1 ruvector_cosine_distance(ruvector, ruvector);
|
|
|
|
COMMENT ON OPERATOR CLASS ruvector_cosine_ops USING hnsw IS
|
|
'ruvector HNSW operator class for cosine distance';
|
|
|
|
-- HNSW Operator Class for Inner Product
|
|
CREATE OPERATOR CLASS ruvector_ip_ops
|
|
FOR TYPE ruvector USING hnsw AS
|
|
OPERATOR 1 <#> (ruvector, ruvector) FOR ORDER BY float_ops,
|
|
FUNCTION 1 ruvector_inner_product(ruvector, ruvector);
|
|
|
|
COMMENT ON OPERATOR CLASS ruvector_ip_ops USING hnsw IS
|
|
'ruvector HNSW operator class for inner product (max similarity)';
|
|
|
|
-- ============================================================================
|
|
-- IVFFlat Access Method
|
|
-- ============================================================================
|
|
|
|
-- IVFFlat Access Method Handler
|
|
CREATE OR REPLACE FUNCTION ruivfflat_handler(internal)
|
|
RETURNS index_am_handler
|
|
AS 'MODULE_PATHNAME', 'ruivfflat_handler_wrapper'
|
|
LANGUAGE C STRICT;
|
|
|
|
-- Create IVFFlat Access Method (also aliased as 'ivfflat' for pgvector compatibility)
|
|
CREATE ACCESS METHOD ruivfflat TYPE INDEX HANDLER ruivfflat_handler;
|
|
|
|
-- Operator Classes for IVFFlat (L2/Euclidean distance)
|
|
CREATE OPERATOR CLASS ruvector_l2_ops
|
|
DEFAULT FOR TYPE ruvector USING ruivfflat AS
|
|
OPERATOR 1 <-> (ruvector, ruvector) FOR ORDER BY float_ops,
|
|
FUNCTION 1 ruvector_l2_distance(ruvector, ruvector);
|
|
|
|
-- IVFFlat Cosine Operator Class
|
|
CREATE OPERATOR CLASS ruvector_cosine_ops
|
|
FOR TYPE ruvector USING ruivfflat AS
|
|
OPERATOR 1 <=> (ruvector, ruvector) FOR ORDER BY float_ops,
|
|
FUNCTION 1 ruvector_cosine_distance(ruvector, ruvector);
|
|
|
|
-- IVFFlat Inner Product Operator Class
|
|
CREATE OPERATOR CLASS ruvector_ip_ops
|
|
FOR TYPE ruvector USING ruivfflat AS
|
|
OPERATOR 1 <#> (ruvector, ruvector) FOR ORDER BY float_ops,
|
|
FUNCTION 1 ruvector_inner_product(ruvector, ruvector);
|
|
-- ============================================================================
|
|
-- Solver Functions (feature: solver)
|
|
-- ============================================================================
|
|
|
|
CREATE OR REPLACE FUNCTION ruvector_pagerank(edges_json jsonb, alpha real DEFAULT 0.85, epsilon real DEFAULT 1e-6)
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_pagerank_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_pagerank_personalized(edges_json jsonb, source int, alpha real DEFAULT 0.85, epsilon real DEFAULT 1e-6)
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_pagerank_personalized_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_pagerank_multi_seed(edges_json jsonb, seeds_json jsonb, alpha real DEFAULT 0.85, epsilon real DEFAULT 1e-6)
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_pagerank_multi_seed_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_solve_sparse(matrix_json jsonb, rhs real[], method text DEFAULT 'neumann')
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_solve_sparse_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_solve_laplacian(laplacian_json jsonb, rhs real[])
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_solve_laplacian_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_effective_resistance(laplacian_json jsonb, source int, target int)
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RETURNS real
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AS 'MODULE_PATHNAME', 'ruvector_effective_resistance_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_graph_pagerank(graph_name text, alpha real DEFAULT 0.85, epsilon real DEFAULT 1e-6)
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RETURNS TABLE(node_id bigint, rank double precision)
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AS 'MODULE_PATHNAME', 'ruvector_graph_pagerank_wrapper'
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LANGUAGE C;
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CREATE OR REPLACE FUNCTION ruvector_solver_info()
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RETURNS TABLE(algorithm text, description text, complexity text)
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AS 'MODULE_PATHNAME', 'ruvector_solver_info_wrapper'
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LANGUAGE C;
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CREATE OR REPLACE FUNCTION ruvector_matrix_analyze(matrix_json jsonb)
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_matrix_analyze_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_conjugate_gradient(matrix_json jsonb, rhs real[], tol real DEFAULT 1e-6, max_iter int DEFAULT 1000)
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_conjugate_gradient_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_graph_centrality(graph_name text, method text DEFAULT 'pagerank')
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RETURNS TABLE(node_id bigint, centrality double precision)
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AS 'MODULE_PATHNAME', 'ruvector_graph_centrality_wrapper'
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LANGUAGE C;
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-- ============================================================================
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-- Math Distance & Spectral Functions (feature: math-distances)
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-- ============================================================================
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CREATE OR REPLACE FUNCTION ruvector_wasserstein_distance(a real[], b real[], p int DEFAULT 1)
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RETURNS real
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AS 'MODULE_PATHNAME', 'ruvector_wasserstein_distance_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_sinkhorn_distance(cost_json jsonb, w_a real[], w_b real[], reg real DEFAULT 0.1)
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_sinkhorn_distance_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_sliced_wasserstein(pts_a_json jsonb, pts_b_json jsonb, n_proj int DEFAULT 100)
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RETURNS real
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AS 'MODULE_PATHNAME', 'ruvector_sliced_wasserstein_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_kl_divergence(p real[], q real[])
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RETURNS real
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AS 'MODULE_PATHNAME', 'ruvector_kl_divergence_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_jensen_shannon(p real[], q real[])
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RETURNS real
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AS 'MODULE_PATHNAME', 'ruvector_jensen_shannon_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_fisher_information(dist real[], tangent real[])
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RETURNS real
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AS 'MODULE_PATHNAME', 'ruvector_fisher_information_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_spectral_cluster(adj_json jsonb, k int)
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RETURNS int[]
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AS 'MODULE_PATHNAME', 'ruvector_spectral_cluster_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_chebyshev_filter(adj_json jsonb, signal real[], filter_type text DEFAULT 'low_pass', degree int DEFAULT 10)
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'ruvector_chebyshev_filter_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_graph_diffusion(adj_json jsonb, signal real[], diffusion_time real DEFAULT 1.0, degree int DEFAULT 10)
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'ruvector_graph_diffusion_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_product_manifold_distance(a real[], b real[], e_dim int, h_dim int, s_dim int)
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RETURNS real
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AS 'MODULE_PATHNAME', 'ruvector_product_manifold_distance_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_spherical_distance(a real[], b real[])
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RETURNS real
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AS 'MODULE_PATHNAME', 'ruvector_spherical_distance_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_gromov_wasserstein(dist_a_json jsonb, dist_b_json jsonb)
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_gromov_wasserstein_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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-- ============================================================================
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-- TDA Functions (feature: tda)
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-- ============================================================================
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CREATE OR REPLACE FUNCTION ruvector_persistent_homology(points_json jsonb, max_dim int DEFAULT 1, max_radius real DEFAULT 3.0)
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_persistent_homology_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_betti_numbers(points_json jsonb, radius real, max_dim int DEFAULT 2)
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RETURNS int[]
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AS 'MODULE_PATHNAME', 'ruvector_betti_numbers_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_bottleneck_distance(diag_a_json jsonb, diag_b_json jsonb)
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RETURNS real
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AS 'MODULE_PATHNAME', 'ruvector_bottleneck_distance_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_persistence_wasserstein(diag_a_json jsonb, diag_b_json jsonb, p int DEFAULT 2)
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RETURNS real
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AS 'MODULE_PATHNAME', 'ruvector_persistence_wasserstein_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_topological_summary(points_json jsonb, max_dim int DEFAULT 1)
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_topological_summary_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_embedding_drift(old_json jsonb, new_json jsonb)
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_embedding_drift_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_vietoris_rips(points_json jsonb, max_radius real DEFAULT 2.0, max_dim int DEFAULT 2)
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_vietoris_rips_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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-- ============================================================================
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-- Extended Attention Functions (feature: attention-extended)
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-- ============================================================================
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CREATE OR REPLACE FUNCTION ruvector_linear_attention(q real[], keys_json jsonb, values_json jsonb)
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'ruvector_linear_attention_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_sliding_window_attention(q real[], keys_json jsonb, values_json jsonb, window_size int DEFAULT 256)
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'ruvector_sliding_window_attention_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_cross_attention(q real[], ctx_keys_json jsonb, ctx_values_json jsonb)
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'ruvector_cross_attention_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_sparse_attention(q real[], keys_json jsonb, values_json jsonb, top_k int DEFAULT 8)
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'ruvector_sparse_attention_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_moe_attention(q real[], keys_json jsonb, values_json jsonb, n_experts int DEFAULT 4, top_k int DEFAULT 2)
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'ruvector_moe_attention_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_hyperbolic_attention(q real[], keys_json jsonb, values_json jsonb, curvature real DEFAULT 1.0)
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'ruvector_hyperbolic_attention_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_attention_benchmark(dim int DEFAULT 64, seq_len int DEFAULT 128, attention_type text DEFAULT 'scaled_dot')
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_attention_benchmark_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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-- ============================================================================
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-- Sona Learning Functions (feature: sona-learning)
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-- ============================================================================
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CREATE OR REPLACE FUNCTION ruvector_sona_learn(table_name text, trajectory_json jsonb)
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_sona_learn_wrapper'
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LANGUAGE C;
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CREATE OR REPLACE FUNCTION ruvector_sona_apply(table_name text, embedding real[])
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RETURNS real[]
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AS 'MODULE_PATHNAME', 'ruvector_sona_apply_wrapper'
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LANGUAGE C IMMUTABLE PARALLEL SAFE;
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CREATE OR REPLACE FUNCTION ruvector_sona_ewc_status(table_name text)
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_sona_ewc_status_wrapper'
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LANGUAGE C;
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CREATE OR REPLACE FUNCTION ruvector_sona_stats(table_name text)
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_sona_stats_wrapper'
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LANGUAGE C;
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-- ============================================================================
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-- Domain Expansion Functions (feature: domain-expansion)
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-- ============================================================================
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CREATE OR REPLACE FUNCTION ruvector_domain_transfer(embeddings_json jsonb, target_domain text, config_json jsonb DEFAULT '{}'::jsonb)
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RETURNS jsonb
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AS 'MODULE_PATHNAME', 'ruvector_domain_transfer_wrapper'
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LANGUAGE C;
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