| | 5 | === Извештај за годишна тренинг активност на корисници === |
| | 6 | |
| | 7 | Анализата на перформанси се врши врз основа на моменталната состојба во базата, која има податоци кои служат за тестирање. Базата содржи: ~1000 корисници, ~1000 тренинг сесии (training_sessions), ~900 тренинг профили. |
| | 8 | |
| | 9 | SQL: |
| | 10 | |
| | 11 | {{{ |
| | 12 | CREATE OR REPLACE FUNCTION test_training_report() |
| | 13 | RETURNS void AS $$ |
| | 14 | DECLARE |
| | 15 | start_time timestamptz; |
| | 16 | end_time timestamptz; |
| | 17 | duration int; |
| | 18 | BEGIN |
| | 19 | start_time := clock_timestamp(); |
| | 20 | |
| | 21 | PERFORM * |
| | 22 | FROM ( |
| | 23 | WITH params AS (SELECT 2026::int AS report_year), |
| | 24 | months AS (SELECT generate_series(1,12) AS month_no), |
| | 25 | training_base AS ( |
| | 26 | SELECT tu.user_id FROM training_users tu |
| | 27 | ), |
| | 28 | monthly_sessions AS ( |
| | 29 | SELECT |
| | 30 | tb.user_id, |
| | 31 | m.month_no, |
| | 32 | COUNT(ts.training_id) AS sessions_count, |
| | 33 | COALESCE(SUM(ts.duration), 0) AS total_duration_minutes, |
| | 34 | COALESCE(SUM(ts.calories), 0) AS total_calories |
| | 35 | FROM training_base tb |
| | 36 | CROSS JOIN months m |
| | 37 | LEFT JOIN training_sessions ts |
| | 38 | ON ts.training_user_id = tb.user_id |
| | 39 | AND EXTRACT(YEAR FROM ts.date)::int = (SELECT report_year FROM params) |
| | 40 | AND EXTRACT(MONTH FROM ts.date)::int = m.month_no |
| | 41 | GROUP BY tb.user_id, m.month_no |
| | 42 | ) |
| | 43 | SELECT user_id, SUM(sessions_count), SUM(total_calories) |
| | 44 | FROM monthly_sessions |
| | 45 | GROUP BY user_id |
| | 46 | ) t; |
| | 47 | |
| | 48 | end_time := clock_timestamp(); |
| | 49 | duration := round(1000 * (extract(epoch FROM end_time) - extract(epoch FROM start_time))); |
| | 50 | |
| | 51 | RAISE NOTICE 'Query executed in: % ms', duration; |
| | 52 | END; |
| | 53 | $$ LANGUAGE plpgsql; |
| | 54 | }}} |
| | 55 | |
| | 56 | Индекси: |
| | 57 | |
| | 58 | 1. |
| | 59 | |
| | 60 | {{{ |
| | 61 | CREATE INDEX idx_training_sessions_user_date |
| | 62 | ON training_sessions(training_user_id, date); |
| | 63 | }}} |
| | 64 | |
| | 65 | Подобрување: |
| | 66 | Index Scan наместо Seq Scan при LEFT JOIN по training_user_id + филтрирање по датум |
| | 67 | |
| | 68 | 2. |
| | 69 | |
| | 70 | {{{ |
| | 71 | CREATE INDEX idx_training_sessions_year |
| | 72 | ON training_sessions ((EXTRACT(YEAR FROM date))); |
| | 73 | }}} |
| | 74 | |
| | 75 | Подобрување: |
| | 76 | Избегнува full table scan за годишен филтер со expression index |
| | 77 | |
| | 78 | 3. |
| | 79 | |
| | 80 | {{{ |
| | 81 | CREATE INDEX idx_training_sessions_covering |
| | 82 | ON training_sessions(training_user_id, date, duration, calories); |
| | 83 | }}} |
| | 84 | |
| | 85 | Подобрување: |
| | 86 | Covering index — сите потребни колони за агрегатите (SUM duration, SUM calories, COUNT) се читаат директно од индексот без посета на heap страниците |
| | 87 | |
| | 88 | |
| | 89 | == SQL за анализа на брзината == |
| | 90 | |
| | 91 | {{{ |
| | 92 | CREATE OR REPLACE FUNCTION test_training_report() |
| | 93 | RETURNS void AS $$ |
| | 94 | DECLARE |
| | 95 | start_time timestamptz; |
| | 96 | end_time timestamptz; |
| | 97 | duration int; |
| | 98 | BEGIN |
| | 99 | start_time := clock_timestamp(); |
| | 100 | |
| | 101 | PERFORM * |
| | 102 | FROM ( |
| | 103 | WITH params AS (SELECT 2026::int AS report_year), |
| | 104 | months AS (SELECT generate_series(1,12) AS month_no), |
| | 105 | training_base AS ( |
| | 106 | SELECT tu.user_id FROM training_users tu |
| | 107 | ), |
| | 108 | monthly_sessions AS ( |
| | 109 | SELECT |
| | 110 | tb.user_id, |
| | 111 | m.month_no, |
| | 112 | COUNT(ts.training_id) AS sessions_count, |
| | 113 | COALESCE(SUM(ts.duration), 0) AS total_duration_minutes, |
| | 114 | COALESCE(SUM(ts.calories), 0) AS total_calories |
| | 115 | FROM training_base tb |
| | 116 | CROSS JOIN months m |
| | 117 | LEFT JOIN training_sessions ts |
| | 118 | ON ts.training_user_id = tb.user_id |
| | 119 | AND EXTRACT(YEAR FROM ts.date)::int = (SELECT report_year FROM params) |
| | 120 | AND EXTRACT(MONTH FROM ts.date)::int = m.month_no |
| | 121 | GROUP BY tb.user_id, m.month_no |
| | 122 | ) |
| | 123 | SELECT user_id, SUM(sessions_count), SUM(total_calories) |
| | 124 | FROM monthly_sessions |
| | 125 | GROUP BY user_id |
| | 126 | ) t; |
| | 127 | |
| | 128 | end_time := clock_timestamp(); |
| | 129 | duration := round(1000 * (extract(epoch FROM end_time) - extract(epoch FROM start_time))); |
| | 130 | |
| | 131 | RAISE NOTICE 'Query executed in: % ms', duration; |
| | 132 | END; |
| | 133 | $$ LANGUAGE plpgsql; |
| | 134 | |
| | 135 | |
| | 136 | -- 4. PERFORMANCE RUNS |
| | 137 | -- run 1: no indexes |
| | 138 | SELECT test_training_report(); |
| | 139 | |
| | 140 | -- run 2: add idx_training_sessions_user_date |
| | 141 | CREATE INDEX idx_training_sessions_user_date ON training_sessions(training_user_id, date); |
| | 142 | ANALYZE training_sessions; |
| | 143 | SELECT test_training_report(); |
| | 144 | |
| | 145 | -- run 3: add idx_training_sessions_year (Expression Index) |
| | 146 | CREATE INDEX idx_training_sessions_year ON training_sessions ((EXTRACT(YEAR FROM date))); |
| | 147 | ANALYZE training_sessions; |
| | 148 | SELECT test_training_report(); |
| | 149 | |
| | 150 | -- run 4: add covering index |
| | 151 | CREATE INDEX idx_training_sessions_covering ON training_sessions(training_user_id, date, duration, calories); |
| | 152 | ANALYZE training_sessions; |
| | 153 | SELECT test_training_report(); |
| | 154 | |
| | 155 | -- Cleanup |
| | 156 | DROP FUNCTION test_training_report(); |
| | 157 | }}} |
| | 158 | |
| | 159 | Сумарно: |
| | 160 | Без индекси: ~67ms |
| | 161 | Со индекси: ~24ms |
| | 162 | Забрзување: ~2.8x |