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Added l1_distance function - #166
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@@ -1,6 +1,7 @@
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## 0.5.0 (unreleased)
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## 0.5.0 (unreleased)
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- Added support for parallel index builds
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- Added support for parallel index builds
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- Added `l1_distance` function
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## 0.4.4 (2023-06-12)
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## 0.4.4 (2023-06-12)
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@@ -354,6 +354,7 @@ Function | Description
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cosine_distance(vector, vector) → double precision | cosine distance
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cosine_distance(vector, vector) → double precision | cosine distance
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inner_product(vector, vector) → double precision | inner product
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inner_product(vector, vector) → double precision | inner product
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l2_distance(vector, vector) → double precision | Euclidean distance
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l2_distance(vector, vector) → double precision | Euclidean distance
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l1_distance(vector, vector) → double precision | Taxicab distance [unreleased]
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vector_dims(vector) → integer | number of dimensions
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vector_dims(vector) → integer | number of dimensions
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vector_norm(vector) → double precision | Euclidean norm
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vector_norm(vector) → double precision | Euclidean norm
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5
sql/vector--0.4.4--0.5.0.sql
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5
sql/vector--0.4.4--0.5.0.sql
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@@ -0,0 +1,5 @@
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-- complain if script is sourced in psql, rather than via CREATE EXTENSION
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\echo Use "ALTER EXTENSION vector UPDATE TO '0.5.0'" to load this file. \quit
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CREATE FUNCTION l1_distance(vector, vector) RETURNS float8
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AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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@@ -40,6 +40,9 @@ CREATE FUNCTION inner_product(vector, vector) RETURNS float8
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CREATE FUNCTION cosine_distance(vector, vector) RETURNS float8
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CREATE FUNCTION cosine_distance(vector, vector) RETURNS float8
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AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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CREATE FUNCTION l1_distance(vector, vector) RETURNS float8
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AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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CREATE FUNCTION vector_dims(vector) RETURNS integer
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CREATE FUNCTION vector_dims(vector) RETURNS integer
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AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
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22
src/vector.c
22
src/vector.c
@@ -641,6 +641,28 @@ vector_spherical_distance(PG_FUNCTION_ARGS)
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PG_RETURN_FLOAT8(acos(distance) / M_PI);
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PG_RETURN_FLOAT8(acos(distance) / M_PI);
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}
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}
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/*
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* Get the L1 distance between vectors
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*/
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PGDLLEXPORT PG_FUNCTION_INFO_V1(l1_distance);
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Datum
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l1_distance(PG_FUNCTION_ARGS)
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{
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Vector *a = PG_GETARG_VECTOR_P(0);
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Vector *b = PG_GETARG_VECTOR_P(1);
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float *ax = a->x;
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float *bx = b->x;
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float distance = 0.0;
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CheckDims(a, b);
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/* Auto-vectorized */
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for (int i = 0; i < a->dim; i++)
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distance += fabsf(ax[i] - bx[i]);
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PG_RETURN_FLOAT8((double) distance);
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}
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/*
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/*
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* Get the dimensions of a vector
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* Get the dimensions of a vector
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*/
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*/
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@@ -86,6 +86,20 @@ SELECT cosine_distance('[1,1]', '[-1,-1]');
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SELECT cosine_distance('[1,2]', '[3]');
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SELECT cosine_distance('[1,2]', '[3]');
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ERROR: different vector dimensions 2 and 1
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ERROR: different vector dimensions 2 and 1
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SELECT l1_distance('[0,0]', '[3,4]');
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l1_distance
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-------------
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7
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(1 row)
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SELECT l1_distance('[0,0]', '[0,1]');
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l1_distance
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-------------
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1
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(1 row)
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SELECT l1_distance('[1,2]', '[3]');
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ERROR: different vector dimensions 2 and 1
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SELECT avg(v) FROM unnest(ARRAY['[1,2,3]'::vector, '[3,5,7]']) v;
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SELECT avg(v) FROM unnest(ARRAY['[1,2,3]'::vector, '[3,5,7]']) v;
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avg
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avg
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-----------
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-----------
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@@ -22,6 +22,10 @@ SELECT cosine_distance('[1,1]', '[1,1]');
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SELECT cosine_distance('[1,1]', '[-1,-1]');
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SELECT cosine_distance('[1,1]', '[-1,-1]');
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SELECT cosine_distance('[1,2]', '[3]');
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SELECT cosine_distance('[1,2]', '[3]');
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SELECT l1_distance('[0,0]', '[3,4]');
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SELECT l1_distance('[0,0]', '[0,1]');
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SELECT l1_distance('[1,2]', '[3]');
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SELECT avg(v) FROM unnest(ARRAY['[1,2,3]'::vector, '[3,5,7]']) v;
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SELECT avg(v) FROM unnest(ARRAY['[1,2,3]'::vector, '[3,5,7]']) v;
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SELECT avg(v) FROM unnest(ARRAY['[1,2,3]'::vector, '[3,5,7]', NULL]) v;
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SELECT avg(v) FROM unnest(ARRAY['[1,2,3]'::vector, '[3,5,7]', NULL]) v;
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SELECT avg(v) FROM unnest(ARRAY[]::vector[]) v;
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SELECT avg(v) FROM unnest(ARRAY[]::vector[]) v;
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