SET max_parallel_workers_per_gather = 0; CREATE EXTENSION tsm_system_rows; CREATE EXTENSION btree_gin; -- IP generated by hashing the seed CREATE OR REPLACE FUNCTION random_ip_address(p_seed BIGINT) RETURNS INET AS $$ DECLARE v_ip text; v_hash bigint; BEGIN v_hash := abs(hashint8(p_seed)); v_ip := (1 + ((v_hash >> 24) % 253)) || '.' || (1 + ((v_hash >> 16) % 253)) || '.' || (1 + ((v_hash >> 8) % 253)) || '.' || (1 + (v_hash % 253)); RETURN v_ip::inet; END; $$ LANGUAGE plpgsql; CREATE OR REPLACE FUNCTION ip_to_int(p_ip inet) RETURNS BIGINT AS $$ DECLARE v_ip text; v_parts text[]; v_int bigint; BEGIN v_ip := substring(p_ip::text from '[0-9]+\.[0-9]+\.[0-9]+\.[0-9]+'); v_parts := regexp_split_to_array(v_ip, '\.'); v_int := (v_parts[1]::bigint << 24) + (v_parts[2]::bigint << 16) + (v_parts[3]::bigint << 8) + v_parts[4]::bigint; RETURN v_int; END; $$ LANGUAGE plpgsql; CREATE TABLE t (a int, b timestamptz, c inet, d numeric) WITH (fillfactor=90); INSERT INTO t SELECT (i + 100000 * random())/100, '2000-01-01 00:00:00'::timestamptz + ((i + 600*random())::int || ' seconds')::interval, random_ip_address(i/100 + (10 * random())::int), -- sequence of 100 records with the same IP address, slightly mixed ((i + (100000 * random())::int)/100)::numeric/10 FROM generate_series(1,100000000) s(i); -- compute distance per range SELECT COUNT(*), AVG(a), AVG(b), AVG(c), AVG(d) FROM ( SELECT ((ctid::text::point)[0]/128)::int AS range_number, (MAX(a) - MIN(a)) AS a, (MAX(EXTRACT(epoch FROM b)) - MIN(EXTRACT(epoch FROM b))) AS b, (MAX(ip_to_int(c)) - MIN(ip_to_int(c))) AS c, (MAX(d) - MIN(d)) AS d FROM t GROUP BY 1 ) foo; UPDATE t SET a = a - 1000000, b = b - '1000000 seconds'::interval, d = d - 100000 WHERE random() < 0.001; UPDATE t SET a = a + 1000000, b = b + '1000000 seconds'::interval, d = d + 100000 WHERE random() < 0.001; -- compute distance per range SELECT COUNT(*), AVG(a), AVG(b), AVG(c), AVG(d) FROM ( SELECT ((ctid::text::point)[0]/128)::int AS range_number, (MAX(a) - MIN(a)) AS a, (MAX(EXTRACT(epoch FROM b)) - MIN(EXTRACT(epoch FROM b))) AS b, (MAX(ip_to_int(c)) - MIN(ip_to_int(c))) AS c, (MAX(d) - MIN(d)) AS d FROM t GROUP BY 1 ) foo; VACUUM ANALYZE t; -- compute parameters for point queries SELECT percentile_disc(0.5) within group (order by a) AS a FROM t TABLESAMPLE system_rows(10000) \gset SELECT ('''' || (percentile_disc(0.5) within group (order by b)) || '''') AS b FROM t TABLESAMPLE system_rows(10000) \gset SELECT ('''' || (percentile_disc(0.5) within group (order by c)) || '''') AS c FROM t TABLESAMPLE system_rows(10000) \gset SELECT percentile_disc(0.5) within group (order by d) AS d FROM t TABLESAMPLE system_rows(10000) \gset -- compute parameters for range queries SELECT percentile_disc(0.49) within group (order by a) AS a_min, percentile_disc(0.51) within group (order by a) AS a_max FROM t TABLESAMPLE system_rows(10000) \gset SELECT ('''' || (percentile_disc(0.49) within group (order by b)) || '''') AS b_min, ('''' || (percentile_disc(0.51) within group (order by b)) || '''') AS b_max FROM t TABLESAMPLE system_rows(10000) \gset SELECT ('''' || (percentile_disc(0.49) within group (order by c)) || '''') AS c_min, ('''' || (percentile_disc(0.51) within group (order by c)) || '''') AS c_max FROM t TABLESAMPLE system_rows(10000) \gset SELECT percentile_disc(0.49) within group (order by d) AS d_min, percentile_disc(0.51) within group (order by d) AS d_max FROM t TABLESAMPLE system_rows(10000) \gset \d+ -- first let's try a seqscan ANALYZE t; \echo ================= dataset #1 seqscan : plans ================= EXPLAIN ANALYZE SELECT * FROM t WHERE a = :a; EXPLAIN ANALYZE SELECT * FROM t WHERE b = :b::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c = :c::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d = :d; EXPLAIN ANALYZE SELECT * FROM t WHERE a >= :a_min AND a <= :a_max; EXPLAIN ANALYZE SELECT * FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d >= :d_min AND d <= :d_max; \timing on \echo ================= dataset #1 seqscan : query timing ================= SELECT COUNT(*) FROM t WHERE a = :a; SELECT COUNT(*) FROM t WHERE b = :b::timestamptz; SELECT COUNT(*) FROM t WHERE c = :c::inet; SELECT COUNT(*) FROM t WHERE d = :d; SELECT COUNT(*) FROM t WHERE a >= :a_min AND a <= :a_max; SELECT COUNT(*) FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; SELECT COUNT(*) FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; SELECT COUNT(*) FROM t WHERE d >= :d_min AND d <= :d_max; \timing off -- disable seqscan, to force index plans SET enable_seqscan = off; -- now let's try btree indexes \timing on \echo ================= dataset #1 btree : create index ================= CREATE INDEX btree_a_idx ON t (a); CREATE INDEX btree_b_idx ON t (b); CREATE INDEX btree_c_idx ON t (c); CREATE INDEX btree_d_idx ON t (d); \timing off \echo ================= dataset #1 btree : index size ================= \di+ ANALYZE t; \echo ================= dataset #1 btree : plans ================= EXPLAIN ANALYZE SELECT * FROM t WHERE a = :a; EXPLAIN ANALYZE SELECT * FROM t WHERE b = :b::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c = :c::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d = :d; EXPLAIN ANALYZE SELECT * FROM t WHERE a >= :a_min AND a <= :a_max; EXPLAIN ANALYZE SELECT * FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d >= :d_min AND d <= :d_max; \timing on \echo ================= dataset #1 btree : query timing ================= SELECT COUNT(*) FROM t WHERE a = :a; SELECT COUNT(*) FROM t WHERE b = :b::timestamptz; SELECT COUNT(*) FROM t WHERE c = :c::inet; SELECT COUNT(*) FROM t WHERE d = :d; SELECT COUNT(*) FROM t WHERE a >= :a_min AND a <= :a_max; SELECT COUNT(*) FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; SELECT COUNT(*) FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; SELECT COUNT(*) FROM t WHERE d >= :d_min AND d <= :d_max; \timing off DROP INDEX btree_a_idx; DROP INDEX btree_b_idx; DROP INDEX btree_c_idx; DROP INDEX btree_d_idx; -- then GIN indexes, created using btree_gin \timing on \echo ================= dataset #1 gin : create index ================= CREATE INDEX gin_a_idx ON t USING GIN (a); CREATE INDEX gin_b_idx ON t USING GIN (b); CREATE INDEX gin_c_idx ON t USING GIN (c); CREATE INDEX gin_d_idx ON t USING GIN (d); \timing off \echo ================= dataset #1 gin : index size ================= \di+ ANALYZE t; \echo ================= dataset #1 gin : plans ================= EXPLAIN ANALYZE SELECT * FROM t WHERE a = :a; EXPLAIN ANALYZE SELECT * FROM t WHERE b = :b::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c = :c::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d = :d; EXPLAIN ANALYZE SELECT * FROM t WHERE a >= :a_min AND a <= :a_max; EXPLAIN ANALYZE SELECT * FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d >= :d_min AND d <= :d_max; \timing on \echo ================= dataset #1 gin : query timing ================= SELECT COUNT(*) FROM t WHERE a = :a; SELECT COUNT(*) FROM t WHERE b = :b::timestamptz; SELECT COUNT(*) FROM t WHERE c = :c::inet; SELECT COUNT(*) FROM t WHERE d = :d; SELECT COUNT(*) FROM t WHERE a >= :a_min AND a <= :a_max; SELECT COUNT(*) FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; SELECT COUNT(*) FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; SELECT COUNT(*) FROM t WHERE d >= :d_min AND d <= :d_max; \timing off DROP INDEX gin_a_idx; DROP INDEX gin_b_idx; DROP INDEX gin_c_idx; DROP INDEX gin_d_idx; -- and now finally the brin indexes \timing on \echo ================= dataset #1 brin minmax : create index ================= CREATE INDEX brin_a_idx ON t USING BRIN (a); CREATE INDEX brin_b_idx ON t USING BRIN (b); CREATE INDEX brin_c_idx ON t USING BRIN (c); CREATE INDEX brin_d_idx ON t USING BRIN (d); \timing off \echo ================= dataset #1 brin minmax : index size ================= \di+ ANALYZE t; \echo ================= dataset #1 brin minmax : plans ================= EXPLAIN ANALYZE SELECT * FROM t WHERE a = :a; EXPLAIN ANALYZE SELECT * FROM t WHERE b = :b::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c = :c::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d = :d; EXPLAIN ANALYZE SELECT * FROM t WHERE a >= :a_min AND a <= :a_max; EXPLAIN ANALYZE SELECT * FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d >= :d_min AND d <= :d_max; \timing on \echo ================= dataset #1 brin minmax : query timing ================= SELECT COUNT(*) FROM t WHERE a = :a; SELECT COUNT(*) FROM t WHERE b = :b::timestamptz; SELECT COUNT(*) FROM t WHERE c = :c::inet; SELECT COUNT(*) FROM t WHERE d = :d; SELECT COUNT(*) FROM t WHERE a >= :a_min AND a <= :a_max; SELECT COUNT(*) FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; SELECT COUNT(*) FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; SELECT COUNT(*) FROM t WHERE d >= :d_min AND d <= :d_max; \timing off DROP INDEX brin_a_idx; DROP INDEX brin_b_idx; DROP INDEX brin_c_idx; DROP INDEX brin_d_idx; \timing on \echo ================= dataset #1 brin minmax multi : create index ================= CREATE INDEX brin_a_idx ON t USING BRIN (a int4_minmax_multi_ops); CREATE INDEX brin_b_idx ON t USING BRIN (b timestamptz_minmax_multi_ops); CREATE INDEX brin_c_idx ON t USING BRIN (c inet_minmax_multi_ops); CREATE INDEX brin_d_idx ON t USING BRIN (d numeric_minmax_multi_ops); \timing off \echo ================= dataset #1 brin minmax multi : index size ================= \di+ ANALYZE t; \echo ================= dataset #1 brin minmax multi : plans ================= EXPLAIN ANALYZE SELECT * FROM t WHERE a = :a; EXPLAIN ANALYZE SELECT * FROM t WHERE b = :b::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c = :c::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d = :d; EXPLAIN ANALYZE SELECT * FROM t WHERE a >= :a_min AND a <= :a_max; EXPLAIN ANALYZE SELECT * FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d >= :d_min AND d <= :d_max; \timing on \echo ================= dataset #1 brin minmax multi : query timing ================= SELECT COUNT(*) FROM t WHERE a = :a; SELECT COUNT(*) FROM t WHERE b = :b::timestamptz; SELECT COUNT(*) FROM t WHERE c = :c::inet; SELECT COUNT(*) FROM t WHERE d = :d; SELECT COUNT(*) FROM t WHERE a >= :a_min AND a <= :a_max; SELECT COUNT(*) FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; SELECT COUNT(*) FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; SELECT COUNT(*) FROM t WHERE d >= :d_min AND d <= :d_max; \timing off DROP INDEX brin_a_idx; DROP INDEX brin_b_idx; DROP INDEX brin_c_idx; DROP INDEX brin_d_idx; \timing on \echo ================= dataset #1 brin minmax multi (128) : create index ================= CREATE INDEX brin_a_idx ON t USING BRIN (a int4_minmax_multi_ops) WITH (values_per_range=128); CREATE INDEX brin_b_idx ON t USING BRIN (b timestamptz_minmax_multi_ops) WITH (values_per_range=128); CREATE INDEX brin_c_idx ON t USING BRIN (c inet_minmax_multi_ops) WITH (values_per_range=128); CREATE INDEX brin_d_idx ON t USING BRIN (d numeric_minmax_multi_ops) WITH (values_per_range=128); \timing off \echo ================= dataset #1 brin minmax multi (128) : index size ================= \di+ ANALYZE t; \echo ================= dataset #1 brin minmax multi (128) : plans ================= EXPLAIN ANALYZE SELECT * FROM t WHERE a = :a; EXPLAIN ANALYZE SELECT * FROM t WHERE b = :b::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c = :c::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d = :d; EXPLAIN ANALYZE SELECT * FROM t WHERE a >= :a_min AND a <= :a_max; EXPLAIN ANALYZE SELECT * FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d >= :d_min AND d <= :d_max; \timing on \echo ================= dataset #1 brin minmax multi (128) : query timing ================= SELECT COUNT(*) FROM t WHERE a = :a; SELECT COUNT(*) FROM t WHERE b = :b::timestamptz; SELECT COUNT(*) FROM t WHERE c = :c::inet; SELECT COUNT(*) FROM t WHERE d = :d; SELECT COUNT(*) FROM t WHERE a >= :a_min AND a <= :a_max; SELECT COUNT(*) FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; SELECT COUNT(*) FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; SELECT COUNT(*) FROM t WHERE d >= :d_min AND d <= :d_max; \timing off -- now let's try with fewer distinct values per range RESET enable_seqscan; DROP TABLE t; CREATE TABLE t (a int, b timestamptz, c inet, d numeric) WITH (fillfactor=90); INSERT INTO t SELECT (i + 10000 * random())/100, '2000-01-01 00:00:00'::timestamptz + ((i + 60*random())::int || ' seconds')::interval, random_ip_address(i/200 + (10 * random())::int), -- sequence of 200 records with the same IP address, slightly mixed ((i + (10000 * random())::int)/100)::numeric/10 FROM generate_series(1,100000000) s(i); -- compute distance per range SELECT COUNT(*), AVG(a), AVG(b), AVG(c), AVG(d) FROM ( SELECT ((ctid::text::point)[0]/128)::int AS range_number, (MAX(a) - MIN(a)) AS a, (MAX(EXTRACT(epoch FROM b)) - MIN(EXTRACT(epoch FROM b))) AS b, (MAX(ip_to_int(c)) - MIN(ip_to_int(c))) AS c, (MAX(d) - MIN(d)) AS d FROM t GROUP BY 1 ) foo; UPDATE t SET a = a - 1000000, b = b - '1000000 seconds'::interval, d = d - 100000 WHERE random() < 0.001; UPDATE t SET a = a + 1000000, b = b + '1000000 seconds'::interval, d = d + 100000 WHERE random() < 0.001; -- compute distance per range SELECT COUNT(*), AVG(a), AVG(b), AVG(c), AVG(d) FROM ( SELECT ((ctid::text::point)[0]/128)::int AS range_number, (MAX(a) - MIN(a)) AS a, (MAX(EXTRACT(epoch FROM b)) - MIN(EXTRACT(epoch FROM b))) AS b, (MAX(ip_to_int(c)) - MIN(ip_to_int(c))) AS c, (MAX(d) - MIN(d)) AS d FROM t GROUP BY 1 ) foo; VACUUM ANALYZE t; -- compute parameters for point queries SELECT percentile_disc(0.5) within group (order by a) AS a FROM t TABLESAMPLE system_rows(10000) \gset SELECT ('''' || (percentile_disc(0.5) within group (order by b)) || '''') AS b FROM t TABLESAMPLE system_rows(10000) \gset SELECT ('''' || (percentile_disc(0.5) within group (order by c)) || '''') AS c FROM t TABLESAMPLE system_rows(10000) \gset SELECT percentile_disc(0.5) within group (order by d) AS d FROM t TABLESAMPLE system_rows(10000) \gset -- compute parameters for range queries SELECT percentile_disc(0.49) within group (order by a) AS a_min, percentile_disc(0.51) within group (order by a) AS a_max FROM t TABLESAMPLE system_rows(10000) \gset SELECT ('''' || (percentile_disc(0.49) within group (order by b)) || '''') AS b_min, ('''' || (percentile_disc(0.51) within group (order by b)) || '''') AS b_max FROM t TABLESAMPLE system_rows(10000) \gset SELECT ('''' || (percentile_disc(0.49) within group (order by c)) || '''') AS c_min, ('''' || (percentile_disc(0.51) within group (order by c)) || '''') AS c_max FROM t TABLESAMPLE system_rows(10000) \gset SELECT percentile_disc(0.49) within group (order by d) AS d_min, percentile_disc(0.51) within group (order by d) AS d_max FROM t TABLESAMPLE system_rows(10000) \gset \d+ -- first let's try a seqscan ANALYZE t; \echo ================= dataset #1 seqscan : plans ================= EXPLAIN ANALYZE SELECT * FROM t WHERE a = :a; EXPLAIN ANALYZE SELECT * FROM t WHERE b = :b::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c = :c::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d = :d; EXPLAIN ANALYZE SELECT * FROM t WHERE a >= :a_min AND a <= :a_max; EXPLAIN ANALYZE SELECT * FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d >= :d_min AND d <= :d_max; \timing on \echo ================= dataset #1 seqscan : query timing ================= SELECT COUNT(*) FROM t WHERE a = :a; SELECT COUNT(*) FROM t WHERE b = :b::timestamptz; SELECT COUNT(*) FROM t WHERE c = :c::inet; SELECT COUNT(*) FROM t WHERE d = :d; SELECT COUNT(*) FROM t WHERE a >= :a_min AND a <= :a_max; SELECT COUNT(*) FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; SELECT COUNT(*) FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; SELECT COUNT(*) FROM t WHERE d >= :d_min AND d <= :d_max; \timing off SET enable_seqscan = off; -- now let's try btree indexes \timing on \echo ================= dataset #2 btree : create index ================= CREATE INDEX btree_a_idx ON t (a); CREATE INDEX btree_b_idx ON t (b); CREATE INDEX btree_c_idx ON t (c); CREATE INDEX btree_d_idx ON t (d); \timing off \echo ================= dataset #2 btree : index size ================= \di+ ANALYZE t; \echo ================= dataset #2 btree : plans ================= EXPLAIN ANALYZE SELECT * FROM t WHERE a = :a; EXPLAIN ANALYZE SELECT * FROM t WHERE b = :b::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c = :c::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d = :d; EXPLAIN ANALYZE SELECT * FROM t WHERE a >= :a_min AND a <= :a_max; EXPLAIN ANALYZE SELECT * FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d >= :d_min AND d <= :d_max; \timing on \echo ================= dataset #2 btree : query timing ================= SELECT COUNT(*) FROM t WHERE a = :a; SELECT COUNT(*) FROM t WHERE b = :b::timestamptz; SELECT COUNT(*) FROM t WHERE c = :c::inet; SELECT COUNT(*) FROM t WHERE d = :d; SELECT COUNT(*) FROM t WHERE a >= :a_min AND a <= :a_max; SELECT COUNT(*) FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; SELECT COUNT(*) FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; SELECT COUNT(*) FROM t WHERE d >= :d_min AND d <= :d_max; \timing off DROP INDEX btree_a_idx; DROP INDEX btree_b_idx; DROP INDEX btree_c_idx; DROP INDEX btree_d_idx; -- then GIN indexes, created using btree_gin \timing on \echo ================= dataset #2 gin : create index ================= CREATE INDEX gin_a_idx ON t USING GIN (a); CREATE INDEX gin_b_idx ON t USING GIN (b); CREATE INDEX gin_c_idx ON t USING GIN (c); CREATE INDEX gin_d_idx ON t USING GIN (d); \timing off \echo ================= dataset #2 gin : index size ================= \di+ ANALYZE t; \echo ================= dataset #2 gin : plans ================= EXPLAIN ANALYZE SELECT * FROM t WHERE a = :a; EXPLAIN ANALYZE SELECT * FROM t WHERE b = :b::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c = :c::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d = :d; EXPLAIN ANALYZE SELECT * FROM t WHERE a >= :a_min AND a <= :a_max; EXPLAIN ANALYZE SELECT * FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d >= :d_min AND d <= :d_max; \timing on \echo ================= dataset #2 gin : query timing ================= SELECT COUNT(*) FROM t WHERE a = :a; SELECT COUNT(*) FROM t WHERE b = :b::timestamptz; SELECT COUNT(*) FROM t WHERE c = :c::inet; SELECT COUNT(*) FROM t WHERE d = :d; SELECT COUNT(*) FROM t WHERE a >= :a_min AND a <= :a_max; SELECT COUNT(*) FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; SELECT COUNT(*) FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; SELECT COUNT(*) FROM t WHERE d >= :d_min AND d <= :d_max; \timing off DROP INDEX gin_a_idx; DROP INDEX gin_b_idx; DROP INDEX gin_c_idx; DROP INDEX gin_d_idx; -- and now finally the bloom indexes \timing on \echo ================= dataset #2 brin minmax : create index ================= CREATE INDEX brin_a_idx ON t USING BRIN (a); CREATE INDEX brin_b_idx ON t USING BRIN (b); CREATE INDEX brin_c_idx ON t USING BRIN (c); CREATE INDEX brin_d_idx ON t USING BRIN (d); \timing off \echo ================= dataset #2 brin minmax : index size ================= \di+ ANALYZE t; \echo ================= dataset #2 brin minmax : plans ================= EXPLAIN ANALYZE SELECT * FROM t WHERE a = :a; EXPLAIN ANALYZE SELECT * FROM t WHERE b = :b::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c = :c::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d = :d; EXPLAIN ANALYZE SELECT * FROM t WHERE a >= :a_min AND a <= :a_max; EXPLAIN ANALYZE SELECT * FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d >= :d_min AND d <= :d_max; \timing on \echo ================= dataset #2 brin minmax : query timing ================= SELECT COUNT(*) FROM t WHERE a = :a; SELECT COUNT(*) FROM t WHERE b = :b::timestamptz; SELECT COUNT(*) FROM t WHERE c = :c::inet; SELECT COUNT(*) FROM t WHERE d = :d; SELECT COUNT(*) FROM t WHERE a >= :a_min AND a <= :a_max; SELECT COUNT(*) FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; SELECT COUNT(*) FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; SELECT COUNT(*) FROM t WHERE d >= :d_min AND d <= :d_max; \timing off DROP INDEX brin_a_idx; DROP INDEX brin_b_idx; DROP INDEX brin_c_idx; DROP INDEX brin_d_idx; \timing on \echo ================= dataset #2 brin minmax multi : create index ================= CREATE INDEX brin_a_idx ON t USING BRIN (a int4_minmax_multi_ops); CREATE INDEX brin_b_idx ON t USING BRIN (b timestamptz_minmax_multi_ops); CREATE INDEX brin_c_idx ON t USING BRIN (c inet_minmax_multi_ops); CREATE INDEX brin_d_idx ON t USING BRIN (d numeric_minmax_multi_ops); \timing off \echo ================= dataset #2 brin minmax multi : index size ================= \di+ ANALYZE t; \echo ================= dataset #2 brin minmax multi : plans ================= EXPLAIN ANALYZE SELECT * FROM t WHERE a = :a; EXPLAIN ANALYZE SELECT * FROM t WHERE b = :b::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c = :c::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d = :d; EXPLAIN ANALYZE SELECT * FROM t WHERE a >= :a_min AND a <= :a_max; EXPLAIN ANALYZE SELECT * FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d >= :d_min AND d <= :d_max; \timing on \echo ================= dataset #2 brin minmax multi : query timing ================= SELECT COUNT(*) FROM t WHERE a = :a; SELECT COUNT(*) FROM t WHERE b = :b::timestamptz; SELECT COUNT(*) FROM t WHERE c = :c::inet; SELECT COUNT(*) FROM t WHERE d = :d; SELECT COUNT(*) FROM t WHERE a >= :a_min AND a <= :a_max; SELECT COUNT(*) FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; SELECT COUNT(*) FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; SELECT COUNT(*) FROM t WHERE d >= :d_min AND d <= :d_max; \timing off DROP INDEX brin_a_idx; DROP INDEX brin_b_idx; DROP INDEX brin_c_idx; DROP INDEX brin_d_idx; \timing on \echo ================= dataset #2 brin minmax multi (128) : create index ================= CREATE INDEX brin_a_idx ON t USING BRIN (a int4_minmax_multi_ops) WITH (values_per_range=128); CREATE INDEX brin_b_idx ON t USING BRIN (b timestamptz_minmax_multi_ops) WITH (values_per_range=128); CREATE INDEX brin_c_idx ON t USING BRIN (c inet_minmax_multi_ops) WITH (values_per_range=128); CREATE INDEX brin_d_idx ON t USING BRIN (d numeric_minmax_multi_ops) WITH (values_per_range=128); \timing off \echo ================= dataset #2 brin minmax multi (128) : index size ================= \di+ ANALYZE t; \echo ================= dataset #2 brin minmax multi (128) : plans ================= EXPLAIN ANALYZE SELECT * FROM t WHERE a = :a; EXPLAIN ANALYZE SELECT * FROM t WHERE b = :b::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c = :c::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d = :d; EXPLAIN ANALYZE SELECT * FROM t WHERE a >= :a_min AND a <= :a_max; EXPLAIN ANALYZE SELECT * FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; EXPLAIN ANALYZE SELECT * FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; EXPLAIN ANALYZE SELECT * FROM t WHERE d >= :d_min AND d <= :d_max; \timing on \echo ================= dataset #2 brin minmax multi (128): query timing ================= SELECT COUNT(*) FROM t WHERE a = :a; SELECT COUNT(*) FROM t WHERE b = :b::timestamptz; SELECT COUNT(*) FROM t WHERE c = :c::inet; SELECT COUNT(*) FROM t WHERE d = :d; SELECT COUNT(*) FROM t WHERE a >= :a_min AND a <= :a_max; SELECT COUNT(*) FROM t WHERE b >= :b_min::timestamptz AND b <= :b_max::timestamptz; SELECT COUNT(*) FROM t WHERE c >= :c_min::inet AND c <= :c_max::inet; SELECT COUNT(*) FROM t WHERE d >= :d_min AND d <= :d_max; \timing off