1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
1126
1127
1128
1129
1130
1131
1132
1133
1134
1135
1136
1137
1138
1139
1140
1141
1142
1143
1144
1145
1146
1147
1148
1149
1150
1151
1152
1153
1154
1155
1156
1157
1158
1159
1160
1161
1162
1163
1164
1165
1166
1167
1168
1169
1170
1171
1172
1173
1174
1175
1176
1177
1178
1179
1180
1181
1182
1183
1184
1185
1186
1187
1188
1189
1190
1191
1192
1193
1194
1195
1196
1197
1198
1199
1200
1201
1202
1203
1204
1205
1206
1207
1208
1209
1210
1211
1212
1213
1214
1215
1216
1217
1218
1219
1220
1221
1222
1223
1224
1225
1226
1227
1228
1229
1230
1231
1232
1233
1234
1235
1236
1237
1238
1239
1240
1241
1242
1243
1244
1245
1246
1247
1248
1249
1250
1251
1252
1253
1254
1255
1256
1257
1258
1259
1260
1261
1262
1263
1264
1265
1266
1267
1268
1269
1270
1271
1272
1273
1274
1275
1276
1277
1278
1279
1280
1281
1282
1283
1284
1285
1286
1287
1288
1289
1290
1291
1292
1293
1294
1295
1296
1297
1298
1299
1300
1301
1302
1303
1304
1305
1306
1307
1308
1309
1310
1311
1312
1313
1314
1315
1316
1317
1318
1319
1320
1321
1322
1323
1324
1325
1326
1327
1328
1329
1330
1331
1332
1333
1334
1335
1336
1337
1338
1339
1340
1341
1342
1343
1344
1345
1346
1347
1348
1349
1350
1351
1352
1353
1354
1355
1356
1357
1358
1359
1360
1361
1362
1363
1364
1365
1366
1367
1368
1369
1370
1371
1372
1373
1374
1375
1376
1377
1378
1379
1380
1381
1382
1383
1384
1385
1386
1387
1388
1389
1390
1391
1392
1393
1394
1395
1396
1397
1398
1399
1400
1401
1402
1403
1404
1405
1406
1407
1408
1409
1410
1411
1412
1413
1414
1415
1416
1417
1418
1419
1420
1421
1422
1423
1424
1425
1426
1427
1428
1429
1430
1431
1432
1433
1434
1435
1436
1437
1438
1439
1440
1441
1442
1443
1444
1445
1446
1447
1448
1449
1450
1451
1452
1453
1454
1455
1456
1457
1458
1459
1460
1461
1462
1463
1464
1465
1466
1467
1468
1469
1470
1471
1472
1473
1474
1475
1476
1477
1478
1479
1480
1481
1482
1483
1484
1485
1486
1487
1488
1489
1490
1491
1492
1493
1494
1495
1496
1497
1498
1499
1500
1501
1502
1503
1504
1505
1506
1507
1508
1509
1510
1511
1512
1513
1514
1515
1516
1517
1518
1519
1520
1521
1522
1523
1524
1525
1526
1527
1528
1529
1530
1531
1532
1533
1534
1535
1536
1537
1538
1539
1540
1541
1542
1543
1544
1545
1546
1547
1548
1549
1550
1551
1552
1553
1554
1555
1556
1557
1558
1559
1560
1561
1562
1563
1564
1565
1566
1567
1568
1569
1570
1571
1572
1573
1574
1575
1576
1577
1578
1579
1580
1581
1582
1583
1584
1585
1586
1587
1588
1589
1590
1591
1592
1593
1594
1595
1596
1597
1598
1599
1600
1601
1602
1603
1604
1605
1606
1607
1608
1609
1610
1611
1612
1613
1614
1615
1616
1617
1618
1619
1620
1621
1622
1623
1624
1625
1626
1627
1628
1629
1630
1631
1632
1633
1634
1635
1636
1637
1638
1639
1640
1641
1642
1643
1644
1645
1646
1647
1648
1649
1650
1651
1652
1653
1654
1655
1656
1657
1658
1659
1660
1661
1662
1663
1664
1665
1666
1667
1668
1669
1670
1671
1672
1673
1674
1675
1676
1677
1678
1679
1680
1681
1682
1683
1684
1685
1686
1687
1688
1689
1690
1691
1692
1693
1694
1695
1696
1697
1698
1699
1700
1701
1702
1703
1704
1705
1706
1707
1708
1709
1710
1711
1712
1713
1714
1715
1716
1717
1718
1719
1720
1721
1722
1723
1724
1725
1726
1727
1728
1729
1730
1731
1732
1733
1734
1735
1736
1737
1738
1739
1740
1741
1742
1743
1744
1745
1746
1747
1748
1749
1750
1751
1752
1753
1754
1755
1756
1757
1758
1759
1760
1761
1762
1763
1764
1765
1766
1767
1768
1769
1770
1771
1772
1773
1774
1775
1776
1777
1778
1779
1780
1781
1782
1783
1784
1785
1786
1787
1788
1789
1790
1791
1792
1793
1794
1795
1796
1797
1798
1799
1800
1801
1802
1803
1804
1805
1806
1807
1808
1809
1810
1811
1812
1813
1814
1815
1816
1817
1818
1819
1820
1821
1822
1823
1824
1825
1826
1827
1828
1829
1830
1831
1832
1833
1834
1835
1836
1837
1838
1839
1840
1841
1842
1843
1844
1845
1846
1847
1848
1849
1850
1851
1852
1853
1854
1855
1856
1857
1858
1859
1860
1861
1862
1863
1864
1865
1866
1867
1868
1869
1870
1871
1872
1873
1874
1875
1876
1877
1878
1879
1880
1881
1882
1883
1884
1885
1886
1887
1888
1889
1890
1891
1892
1893
1894
1895
1896
1897
1898
1899
1900
1901
1902
1903
1904
1905
1906
1907
1908
1909
1910
1911
1912
1913
1914
1915
1916
1917
1918
1919
1920
1921
1922
1923
1924
1925
1926
1927
1928
1929
1930
1931
1932
1933
1934
1935
1936
1937
1938
1939
1940
1941
1942
1943
1944
1945
1946
1947
1948
1949
1950
1951
1952
1953
1954
1955
1956
1957
1958
1959
1960
1961
1962
1963
1964
1965
1966
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
2020
2021
2022
2023
2024
2025
2026
2027
2028
2029
2030
2031
2032
2033
2034
2035
2036
2037
2038
2039
2040
2041
2042
2043
2044
2045
2046
2047
2048
2049
2050
2051
2052
2053
2054
2055
2056
2057
2058
2059
2060
2061
2062
2063
2064
2065
2066
2067
2068
2069
2070
2071
2072
2073
2074
2075
2076
2077
2078
2079
2080
2081
2082
2083
2084
2085
2086
2087
2088
2089
2090
2091
2092
2093
2094
2095
2096
2097
2098
2099
2100
2101
2102
2103
2104
2105
2106
2107
2108
2109
2110
2111
2112
2113
2114
2115
2116
2117
2118
2119
2120
2121
2122
2123
2124
2125
2126
2127
2128
2129
2130
2131
2132
2133
2134
2135
2136
2137
2138
2139
2140
2141
2142
2143
2144
2145
2146
2147
2148
2149
2150
2151
2152
2153
2154
2155
2156
2157
2158
2159
2160
2161
2162
2163
2164
2165
2166
2167
2168
2169
2170
2171
2172
2173
2174
2175
2176
2177
2178
2179
2180
2181
2182
2183
2184
2185
2186
2187
2188
2189
2190
2191
2192
2193
2194
2195
2196
2197
2198
2199
2200
2201
2202
2203
2204
2205
2206
2207
2208
2209
2210
2211
2212
2213
2214
2215
2216
2217
2218
2219
2220
2221
2222
2223
2224
2225
2226
2227
2228
2229
2230
2231
2232
2233
2234
2235
2236
2237
2238
2239
2240
2241
2242
2243
2244
2245
2246
2247
2248
2249
2250
2251
2252
2253
2254
2255
2256
2257
2258
2259
2260
2261
2262
2263
2264
2265
2266
2267
2268
2269
2270
2271
2272
2273
2274
2275
2276
2277
2278
2279
2280
2281
2282
2283
2284
2285
2286
2287
2288
2289
2290
2291
2292
2293
2294
2295
2296
2297
2298
2299
2300
2301
2302
2303
2304
2305
2306
2307
2308
2309
2310
2311
2312
2313
2314
2315
2316
2317
2318
2319
2320
2321
2322
2323
2324
2325
2326
2327
2328
2329
2330
2331
2332
2333
2334
2335
2336
2337
2338
2339
2340
2341
2342
2343
2344
2345
2346
2347
2348
2349
2350
2351
2352
2353
2354
2355
2356
2357
2358
2359
2360
2361
2362
2363
2364
2365
2366
2367
2368
2369
2370
2371
2372
2373
2374
2375
2376
2377
2378
2379
2380
2381
2382
2383
2384
2385
2386
2387
2388
2389
2390
2391
2392
2393
2394
2395
2396
2397
2398
2399
2400
2401
2402
2403
2404
2405
2406
2407
2408
2409
2410
2411
2412
2413
2414
2415
2416
2417
2418
2419
2420
2421
2422
2423
2424
2425
2426
2427
2428
2429
2430
2431
2432
2433
2434
2435
2436
2437
2438
2439
2440
2441
2442
2443
2444
2445
2446
2447
2448
2449
2450
2451
2452
2453
2454
2455
2456
2457
2458
2459
2460
2461
2462
2463
2464
2465
2466
2467
2468
2469
2470
2471
2472
2473
2474
2475
2476
2477
2478
2479
2480
2481
2482
2483
2484
2485
2486
2487
2488
2489
2490
2491
2492
2493
2494
2495
2496
2497
2498
2499
2500
2501
2502
2503
2504
2505
2506
2507
2508
2509
2510
2511
2512
2513
2514
2515
2516
2517
2518
2519
2520
2521
2522
2523
2524
2525
2526
2527
2528
2529
2530
2531
2532
2533
2534
2535
2536
2537
2538
2539
2540
2541
2542
2543
2544
2545
2546
2547
2548
2549
2550
2551
2552
2553
2554
2555
2556
2557
2558
2559
2560
2561
2562
2563
2564
2565
2566
2567
2568
2569
2570
2571
2572
2573
2574
2575
2576
2577
2578
2579
2580
2581
2582
2583
2584
2585
2586
2587
2588
2589
2590
2591
2592
2593
2594
2595
2596
2597
2598
2599
2600
2601
2602
2603
2604
2605
2606
2607
2608
2609
2610
2611
2612
2613
2614
2615
2616
2617
2618
2619
2620
2621
2622
2623
2624
2625
2626
2627
2628
2629
2630
2631
2632
2633
2634
2635
2636
2637
2638
2639
2640
2641
2642
2643
2644
2645
2646
2647
2648
2649
2650
2651
2652
2653
2654
2655
2656
2657
2658
2659
2660
2661
2662
2663
2664
2665
2666
2667
2668
2669
2670
2671
2672
2673
2674
2675
2676
2677
2678
2679
2680
2681
2682
2683
2684
2685
2686
2687
2688
2689
2690
2691
2692
2693
2694
2695
2696
2697
2698
2699
2700
2701
2702
2703
2704
2705
2706
2707
2708
2709
2710
2711
2712
2713
2714
2715
2716
2717
2718
2719
2720
2721
2722
2723
2724
2725
2726
2727
2728
2729
2730
2731
2732
2733
2734
2735
2736
2737
2738
2739
2740
2741
2742
2743
2744
2745
2746
2747
2748
2749
2750
2751
2752
2753
2754
2755
2756
2757
2758
2759
2760
2761
2762
2763
2764
2765
2766
2767
2768
2769
2770
2771
2772
2773
2774
2775
2776
2777
2778
2779
2780
2781
2782
2783
2784
2785
2786
2787
2788
2789
2790
2791
2792
2793
2794
2795
2796
2797
2798
2799
2800
2801
2802
2803
2804
2805
2806
2807
2808
2809
2810
2811
2812
2813
2814
2815
2816
2817
2818
2819
2820
2821
2822
2823
2824
2825
2826
2827
2828
2829
2830
2831
2832
2833
2834
2835
2836
2837
2838
2839
2840
2841
2842
2843
2844
2845
2846
2847
2848
2849
2850
2851
2852
2853
2854
2855
2856
2857
2858
2859
2860
2861
2862
2863
2864
2865
2866
2867
2868
2869
2870
2871
2872
2873
2874
2875
2876
2877
2878
2879
2880
2881
2882
2883
2884
2885
2886
2887
2888
2889
2890
2891
2892
2893
2894
2895
2896
2897
2898
2899
2900
2901
2902
2903
2904
2905
2906
2907
2908
2909
2910
2911
2912
2913
2914
2915
2916
2917
2918
2919
2920
2921
2922
2923
2924
2925
2926
2927
2928
2929
2930
2931
2932
2933
2934
2935
2936
2937
2938
2939
2940
2941
2942
2943
2944
2945
2946
2947
2948
2949
2950
2951
2952
2953
2954
2955
2956
2957
2958
2959
2960
2961
2962
2963
2964
2965
2966
2967
2968
2969
2970
2971
2972
2973
2974
2975
2976
2977
2978
2979
2980
2981
2982
2983
2984
2985
2986
2987
2988
2989
2990
2991
2992
2993
2994
2995
2996
2997
2998
2999
3000
3001
3002
3003
3004
3005
3006
3007
3008
3009
3010
3011
3012
3013
3014
3015
3016
3017
3018
3019
3020
3021
3022
3023
3024
3025
3026
3027
3028
3029
3030
3031
3032
3033
3034
3035
3036
3037
3038
3039
3040
3041
3042
3043
3044
3045
3046
3047
3048
3049
3050
3051
3052
3053
3054
3055
3056
3057
3058
3059
3060
3061
3062
3063
3064
3065
3066
3067
3068
3069
3070
3071
3072
3073
3074
3075
3076
3077
3078
3079
3080
3081
3082
3083
3084
3085
3086
3087
3088
3089
3090
3091
3092
3093
3094
3095
3096
3097
3098
3099
3100
3101
3102
3103
3104
3105
3106
3107
3108
3109
3110
3111
3112
3113
3114
3115
3116
3117
3118
3119
3120
3121
3122
3123
3124
3125
3126
3127
3128
3129
3130
3131
3132
3133
3134
3135
3136
3137
3138
3139
3140
3141
3142
3143
3144
3145
3146
3147
3148
3149
3150
3151
3152
3153
3154
3155
3156
3157
3158
3159
3160
3161
3162
3163
3164
3165
3166
3167
3168
3169
3170
3171
3172
3173
3174
3175
3176
3177
3178
3179
3180
3181
3182
3183
3184
3185
3186
3187
3188
3189
3190
3191
3192
3193
3194
3195
3196
3197
3198
3199
3200
3201
3202
3203
3204
3205
3206
3207
3208
3209
3210
3211
3212
3213
3214
3215
3216
3217
3218
3219
3220
3221
3222
3223
3224
3225
3226
3227
3228
3229
3230
3231
3232
3233
3234
3235
3236
3237
3238
3239
3240
3241
3242
3243
3244
3245
3246
3247
3248
3249
3250
3251
3252
3253
3254
3255
3256
3257
3258
3259
3260
3261
3262
3263
3264
3265
3266
3267
3268
3269
3270
3271
3272
3273
3274
3275
3276
3277
3278
3279
3280
3281
3282
3283
3284
3285
3286
3287
3288
3289
3290
3291
3292
3293
3294
3295
3296
3297
3298
3299
3300
3301
3302
3303
3304
3305
3306
3307
3308
3309
3310
3311
3312
3313
3314
3315
3316
3317
3318
3319
3320
3321
3322
3323
3324
3325
3326
3327
3328
3329
3330
3331
3332
3333
3334
3335
3336
3337
3338
3339
3340
3341
3342
3343
3344
3345
3346
3347
3348
3349
3350
3351
3352
3353
3354
3355
3356
3357
3358
3359
3360
3361
3362
3363
3364
3365
3366
3367
3368
3369
3370
3371
3372
3373
3374
3375
3376
3377
3378
3379
3380
3381
3382
3383
3384
3385
3386
3387
3388
3389
3390
3391
3392
3393
3394
3395
3396
3397
3398
3399
3400
3401
3402
3403
3404
3405
3406
3407
3408
3409
3410
3411
3412
3413
3414
3415
3416
3417
3418
3419
3420
3421
3422
3423
3424
3425
3426
3427
3428
3429
3430
3431
3432
3433
3434
3435
3436
3437
3438
3439
3440
3441
3442
3443
3444
3445
3446
3447
3448
3449
3450
3451
3452
3453
3454
3455
3456
3457
3458
3459
3460
3461
3462
3463
3464
3465
3466
3467
3468
3469
3470
3471
3472
3473
3474
3475
3476
3477
3478
3479
3480
3481
3482
3483
3484
3485
3486
3487
3488
3489
3490
3491
3492
3493
3494
3495
3496
3497
3498
3499
3500
3501
3502
3503
3504
3505
3506
3507
3508
3509
3510
3511
3512
3513
3514
3515
3516
3517
3518
3519
3520
3521
3522
3523
3524
3525
3526
3527
3528
3529
3530
3531
3532
3533
3534
3535
3536
3537
3538
3539
3540
3541
3542
3543
3544
3545
3546
3547
3548
3549
3550
3551
3552
3553
3554
3555
3556
3557
3558
3559
3560
3561
3562
3563
3564
3565
3566
3567
3568
3569
3570
3571
3572
3573
3574
3575
3576
3577
3578
3579
3580
3581
3582
3583
3584
3585
3586
3587
3588
3589
3590
3591
3592
3593
3594
3595
3596
3597
3598
3599
3600
3601
3602
3603
3604
3605
3606
3607
3608
3609
3610
3611
3612
3613
3614
3615
3616
3617
3618
3619
3620
3621
3622
3623
3624
3625
3626
3627
3628
3629
3630
3631
3632
3633
3634
3635
3636
3637
3638
3639
3640
3641
3642
3643
3644
3645
3646
3647
3648
3649
3650
3651
3652
3653
3654
3655
3656
3657
3658
3659
3660
3661
3662
3663
3664
3665
3666
3667
3668
3669
3670
3671
3672
3673
3674
3675
3676
3677
3678
3679
3680
3681
3682
3683
3684
3685
3686
3687
3688
3689
3690
3691
3692
3693
3694
3695
3696
3697
3698
3699
3700
3701
3702
3703
3704
3705
3706
3707
3708
3709
3710
3711
3712
3713
3714
3715
3716
3717
3718
3719
3720
3721
3722
3723
3724
3725
3726
3727
3728
3729
3730
3731
3732
3733
3734
3735
3736
3737
3738
3739
3740
3741
3742
3743
3744
3745
3746
3747
3748
3749
3750
3751
3752
3753
3754
3755
3756
3757
3758
3759
3760
3761
3762
3763
3764
3765
3766
3767
3768
3769
3770
3771
3772
3773
3774
3775
3776
3777
3778
3779
3780
3781
3782
3783
3784
3785
3786
3787
3788
3789
3790
3791
3792
3793
3794
3795
3796
3797
3798
3799
3800
3801
3802
3803
3804
3805
3806
3807
3808
3809
3810
3811
3812
3813
3814
3815
3816
3817
3818
3819
3820
3821
3822
3823
3824
3825
3826
3827
3828
3829
3830
3831
3832
3833
3834
3835
3836
3837
3838
3839
3840
3841
3842
3843
3844
3845
3846
3847
3848
3849
3850
3851
3852
3853
3854
3855
3856
3857
3858
3859
3860
3861
3862
3863
3864
3865
3866
3867
3868
3869
3870
3871
3872
3873
3874
3875
3876
3877
3878
3879
3880
3881
3882
3883
3884
3885
3886
3887
3888
3889
3890
3891
3892
3893
3894
3895
3896
3897
3898
3899
3900
3901
3902
3903
3904
3905
3906
3907
3908
3909
3910
3911
3912
3913
3914
3915
3916
3917
3918
3919
3920
3921
3922
3923
3924
3925
3926
3927
3928
3929
3930
3931
3932
3933
3934
3935
3936
3937
3938
3939
3940
3941
3942
3943
3944
3945
3946
3947
3948
3949
3950
3951
3952
3953
3954
3955
3956
3957
3958
3959
3960
3961
3962
3963
3964
3965
3966
3967
3968
3969
3970
3971
3972
3973
3974
3975
3976
3977
3978
3979
3980
3981
3982
3983
3984
3985
3986
3987
3988
3989
3990
3991
3992
3993
3994
3995
3996
3997
3998
3999
4000
4001
4002
4003
4004
4005
4006
4007
4008
4009
4010
4011
4012
4013
4014
4015
4016
4017
4018
4019
4020
4021
4022
4023
4024
4025
4026
4027
4028
4029
4030
4031
4032
4033
4034
4035
4036
4037
4038
4039
4040
4041
4042
|
/* Copyright (C) 2009 MySQL AB
This program is free software; you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation; version 2 of the License.
This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU General Public License for more details.
You should have received a copy of the GNU General Public License
along with this program; if not, write to the Free Software
Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02111-1301 USA */
/**
@file
@brief
functions to update persitent statistical tables and to read from them
@defgroup Query_Optimizer Query Optimizer
@{
*/
#include "mariadb.h"
#include "sql_base.h"
#include "key.h"
#include "sql_statistics.h"
#include "opt_range.h"
#include "uniques.h"
#include "my_atomic.h"
#include "sql_show.h"
/*
The system variable 'use_stat_tables' can take one of the
following values:
"never", "complementary", "preferably".
If the values of the variable 'use_stat_tables' is set to
"never then any statistical data from the persistent statistical tables
is ignored by the optimizer.
If the value of the variable 'use_stat_tables' is set to
"complementary" then a particular statistical characteristic is used
by the optimizer only if the database engine does not provide similar
statistics. For example, 'nulls_ratio' for table columns currently
are not provided by any engine. So optimizer uses this statistical data
from the statistical tables. At the same time it does not use
'avg_frequency' for any index prefix from the statistical tables since
the a similar statistical characteristic 'records_per_key' can be
requested from the database engine.
If the value the variable 'use_stat_tables' is set to
"preferably" the optimizer uses a particular statistical data only if
it can't be found in the statistical data.
If an ANALYZE command is executed then it results in collecting
statistical data for the tables specified by the command and storing
the collected statistics in the persistent statistical tables only
when the value of the variable 'use_stat_tables' is not
equal to "never".
*/
/* Currently there are only 3 persistent statistical tables */
static const uint STATISTICS_TABLES= 3;
/*
The names of the statistical tables in this array must correspond the
definitions of the tables in the file ../scripts/mysql_system_tables.sql
*/
static const LEX_CSTRING stat_table_name[STATISTICS_TABLES]=
{
{ STRING_WITH_LEN("table_stats") },
{ STRING_WITH_LEN("column_stats") },
{ STRING_WITH_LEN("index_stats") }
};
/**
@details
The function builds a list of TABLE_LIST elements for system statistical
tables using array of TABLE_LIST passed as a parameter.
The lock type of each element is set to TL_READ if for_write = FALSE,
otherwise it is set to TL_WRITE.
*/
static
inline void init_table_list_for_stat_tables(TABLE_LIST *tables, bool for_write)
{
uint i;
memset((char *) &tables[0], 0, sizeof(TABLE_LIST) * STATISTICS_TABLES);
for (i= 0; i < STATISTICS_TABLES; i++)
{
tables[i].db= MYSQL_SCHEMA_NAME;
tables[i].table_name= stat_table_name[i];
tables[i].alias= stat_table_name[i];
tables[i].lock_type= for_write ? TL_WRITE : TL_READ;
if (i < STATISTICS_TABLES - 1)
tables[i].next_global= tables[i].next_local=
tables[i].next_name_resolution_table= &tables[i+1];
if (i != 0)
tables[i].prev_global= &tables[i-1].next_global;
}
}
/**
@details
The function builds a TABLE_LIST containing only one element 'tbl' for
the statistical table called 'stat_tab_name'.
The lock type of the element is set to TL_READ if for_write = FALSE,
otherwise it is set to TL_WRITE.
*/
static inline
void init_table_list_for_single_stat_table(TABLE_LIST *tbl,
const LEX_CSTRING *stat_tab_name,
bool for_write)
{
memset((char *) tbl, 0, sizeof(TABLE_LIST));
tbl->db= MYSQL_SCHEMA_NAME;
tbl->table_name= *stat_tab_name;
tbl->alias= *stat_tab_name;
tbl->lock_type= for_write ? TL_WRITE : TL_READ;
}
static Table_check_intact_log_error stat_table_intact;
static const
TABLE_FIELD_TYPE table_stat_fields[TABLE_STAT_N_FIELDS] =
{
{
{ STRING_WITH_LEN("db_name") },
{ STRING_WITH_LEN("varchar(64)") },
{ STRING_WITH_LEN("utf8") }
},
{
{ STRING_WITH_LEN("table_name") },
{ STRING_WITH_LEN("varchar(64)") },
{ STRING_WITH_LEN("utf8") }
},
{
{ STRING_WITH_LEN("cardinality") },
{ STRING_WITH_LEN("bigint(21)") },
{ NULL, 0 }
},
};
static const uint table_stat_pk_col[]= {0,1};
static const TABLE_FIELD_DEF
table_stat_def= {TABLE_STAT_N_FIELDS, table_stat_fields, 2, table_stat_pk_col };
static const
TABLE_FIELD_TYPE column_stat_fields[COLUMN_STAT_N_FIELDS] =
{
{
{ STRING_WITH_LEN("db_name") },
{ STRING_WITH_LEN("varchar(64)") },
{ STRING_WITH_LEN("utf8") }
},
{
{ STRING_WITH_LEN("table_name") },
{ STRING_WITH_LEN("varchar(64)") },
{ STRING_WITH_LEN("utf8") }
},
{
{ STRING_WITH_LEN("column_name") },
{ STRING_WITH_LEN("varchar(64)") },
{ STRING_WITH_LEN("utf8") }
},
{
{ STRING_WITH_LEN("min_value") },
{ STRING_WITH_LEN("varbinary(255)") },
{ NULL, 0 }
},
{
{ STRING_WITH_LEN("max_value") },
{ STRING_WITH_LEN("varbinary(255)") },
{ NULL, 0 }
},
{
{ STRING_WITH_LEN("nulls_ratio") },
{ STRING_WITH_LEN("decimal(12,4)") },
{ NULL, 0 }
},
{
{ STRING_WITH_LEN("avg_length") },
{ STRING_WITH_LEN("decimal(12,4)") },
{ NULL, 0 }
},
{
{ STRING_WITH_LEN("avg_frequency") },
{ STRING_WITH_LEN("decimal(12,4)") },
{ NULL, 0 }
},
{
{ STRING_WITH_LEN("hist_size") },
{ STRING_WITH_LEN("tinyint(3)") },
{ NULL, 0 }
},
{
{ STRING_WITH_LEN("hist_type") },
{ STRING_WITH_LEN("enum('SINGLE_PREC_HB','DOUBLE_PREC_HB')") },
{ STRING_WITH_LEN("utf8") }
},
{
{ STRING_WITH_LEN("histogram") },
{ STRING_WITH_LEN("varbinary(255)") },
{ NULL, 0 }
}
};
static const uint column_stat_pk_col[]= {0,1,2};
static const TABLE_FIELD_DEF
column_stat_def= {COLUMN_STAT_N_FIELDS, column_stat_fields, 3, column_stat_pk_col};
static const
TABLE_FIELD_TYPE index_stat_fields[INDEX_STAT_N_FIELDS] =
{
{
{ STRING_WITH_LEN("db_name") },
{ STRING_WITH_LEN("varchar(64)") },
{ STRING_WITH_LEN("utf8") }
},
{
{ STRING_WITH_LEN("table_name") },
{ STRING_WITH_LEN("varchar(64)") },
{ STRING_WITH_LEN("utf8") }
},
{
{ STRING_WITH_LEN("index") },
{ STRING_WITH_LEN("varchar(64)") },
{ STRING_WITH_LEN("utf8") }
},
{
{ STRING_WITH_LEN("prefix_arity") },
{ STRING_WITH_LEN("int(11)") },
{ NULL, 0 }
},
{
{ STRING_WITH_LEN("avg_frequency") },
{ STRING_WITH_LEN("decimal(12,4)") },
{ NULL, 0 }
}
};
static const uint index_stat_pk_col[]= {0,1,2,3};
static const TABLE_FIELD_DEF
index_stat_def= {INDEX_STAT_N_FIELDS, index_stat_fields, 4, index_stat_pk_col};
/**
@brief
Open all statistical tables and lock them
*/
static
inline int open_stat_tables(THD *thd, TABLE_LIST *tables,
Open_tables_backup *backup,
bool for_write)
{
int rc;
Dummy_error_handler deh; // suppress errors
thd->push_internal_handler(&deh);
init_table_list_for_stat_tables(tables, for_write);
init_mdl_requests(tables);
rc= open_system_tables_for_read(thd, tables, backup);
thd->pop_internal_handler();
/* If the number of tables changes, we should revise the check below. */
DBUG_ASSERT(STATISTICS_TABLES == 3);
if (!rc &&
(stat_table_intact.check(tables[TABLE_STAT].table, &table_stat_def) ||
stat_table_intact.check(tables[COLUMN_STAT].table, &column_stat_def) ||
stat_table_intact.check(tables[INDEX_STAT].table, &index_stat_def)))
{
close_system_tables(thd, backup);
rc= 1;
}
return rc;
}
/**
@brief
Open a statistical table and lock it
*/
static
inline int open_single_stat_table(THD *thd, TABLE_LIST *table,
const LEX_CSTRING *stat_tab_name,
Open_tables_backup *backup,
bool for_write)
{
init_table_list_for_single_stat_table(table, stat_tab_name, for_write);
init_mdl_requests(table);
return open_system_tables_for_read(thd, table, backup);
}
/*
The class Column_statistics_collected is a helper class used to collect
statistics on a table column. The class is derived directly from
the class Column_statistics, and, additionally to the fields of the
latter, it contains the fields to accumulate the results of aggregation
for the number of nulls in the column and for the size of the column
values. There is also a container for distinct column values used
to calculate the average number of records per distinct column value.
*/
class Column_statistics_collected :public Column_statistics
{
private:
Field *column; /* The column to collect statistics on */
ha_rows nulls; /* To accumulate the number of nulls in the column */
ulonglong column_total_length; /* To accumulate the size of column values */
Count_distinct_field *count_distinct; /* The container for distinct
column values */
bool is_single_pk_col; /* TRUE <-> the only column of the primary key */
public:
inline void init(THD *thd, Field * table_field);
inline bool add(ha_rows rowno);
inline void finish(ha_rows rows);
inline void cleanup();
};
/**
Stat_table is the base class for classes Table_stat, Column_stat and
Index_stat. The methods of these classes allow us to read statistical
data from statistical tables, write collected statistical data into
statistical tables and update statistical data in these tables
as well as update access fields belonging to the primary key and
delete records by prefixes of the primary key.
Objects of the classes Table_stat, Column_stat and Index stat are used
for reading/writing statistics from/into persistent tables table_stats,
column_stats and index_stats correspondingly. These tables are stored in
the system database 'mysql'.
Statistics is read and written always for a given database table t. When
an object of any of these classes is created a pointer to the TABLE
structure for this database table is passed as a parameter to the constructor
of the object. The other parameter is a pointer to the TABLE structure for
the corresponding statistical table st. So construction of an object to
read/write statistical data on table t from/into statistical table st
requires both table t and st to be opened.
In some cases the TABLE structure for table t may be undefined. Then
the objects of the classes Table_stat, Column_stat and Index stat are
created by the alternative constructor that require only the name
of the table t and the name of the database it belongs to. Currently the
alternative constructors are used only in the cases when some records
belonging to the table are to be deleted, or its keys are to be updated
Reading/writing statistical data from/into a statistical table is always
performed by a key. At the moment there is only one key defined for each
statistical table and this key is primary.
The primary key for the table table_stats is built as (db_name, table_name).
The primary key for the table column_stats is built as (db_name, table_name,
column_name).
The primary key for the table index_stats is built as (db_name, table_name,
index_name, prefix_arity).
Reading statistical data from a statistical table is performed by the
following pattern. First a table dependent method sets the values of the
the fields that comprise the lookup key. Then an implementation of the
method get_stat_values() declared in Stat_table as a pure virtual method
finds the row from the statistical table by the set key. If the row is
found the values of statistical fields are read from this row and are
distributed in the internal structures.
Let's assume the statistical data is read for table t from database db.
When statistical data is searched in the table table_stats first
Table_stat::set_key_fields() should set the fields of db_name and
table_name. Then get_stat_values looks for a row by the set key value,
and, if the row is found, reads the value from the column
table_stats.cardinality into the field read_stat.cardinality of the TABLE
structure for table t and sets the value of read_stat.cardinality_is_null
from this structure to FALSE. If the value of the 'cardinality' column
in the row is null or if no row is found read_stat.cardinality_is_null
is set to TRUE.
When statistical data is searched in the table column_stats first
Column_stat::set_key_fields() should set the fields of db_name, table_name
and column_name with column_name taken out of the only parameter f of the
Field* type passed to this method. After this get_stat_values looks
for a row by the set key value. If the row is found the values of statistical
data columns min_value, max_value, nulls_ratio, avg_length, avg_frequency,
hist_size, hist_type, histogram are read into internal structures. Values
of nulls_ratio, avg_length, avg_frequency, hist_size, hist_type, histogram
are read into the corresponding fields of the read_stat structure from
the Field object f, while values from min_value and max_value are copied
into the min_value and max_value record buffers attached to the TABLE
structure for table t.
If the value of a statistical column in the found row is null, then the
corresponding flag in the f->read_stat.column_stat_nulls bitmap is set off.
Otherwise the flag is set on. If no row is found for the column the all flags
in f->column_stat_nulls are set off.
When statistical data is searched in the table index_stats first
Index_stat::set_key_fields() has to be called to set the fields of db_name,
table_name, index_name and prefix_arity. The value of index_name is extracted
from the first parameter key_info of the KEY* type passed to the method.
This parameter specifies the index of interest idx. The second parameter
passed to the method specifies the arity k of the index prefix for which
statistical data is to be read. E.g. if the index idx consists of 3
components (p1,p2,p3) the table index_stats usually will contain 3 rows for
this index: the first - for the prefix (p1), the second - for the prefix
(p1,p2), and the third - for the the prefix (p1,p2,p3). After the key fields
has been set a call of get_stat_value looks for a row by the set key value.
If the row is found and the value of the avg_frequency column is not null
then this value is assigned to key_info->read_stat.avg_frequency[k].
Otherwise 0 is assigned to this element.
The method Stat_table::update_stat is used to write statistical data
collected in the internal structures into a statistical table st.
It is assumed that before any invocation of this method a call of the
function st.set_key_fields has set the values of the primary key fields
that serve to locate the row from the statistical table st where the
the collected statistical data from internal structures are to be written
to. The statistical data is written from the counterparts of the
statistical fields of internal structures into which it would be read
by the functions get_stat_values. The counterpart fields are used
only when statistics is collected
When updating/inserting a row from the statistical table st the method
Stat_table::update_stat calls the implementation of the pure virtual
method store_field_values to transfer statistical data from the fields
of internal structures to the fields of record buffer used for updates
of the statistical table st.
*/
class Stat_table
{
private:
/* Handler used for the retrieval of the statistical table stat_table */
handler *stat_file;
uint stat_key_length; /* Length of the key to access stat_table */
uchar *record[2]; /* Record buffers used to access/update stat_table */
uint stat_key_idx; /* The number of the key to access stat_table */
/* This is a helper function used only by the Stat_table constructors */
void common_init_stat_table()
{
stat_file= stat_table->file;
/* Currently any statistical table has only one key */
stat_key_idx= 0;
stat_key_info= &stat_table->key_info[stat_key_idx];
stat_key_length= stat_key_info->key_length;
record[0]= stat_table->record[0];
record[1]= stat_table->record[1];
}
protected:
/* Statistical table to read statistics from or to update/delete */
TABLE *stat_table;
KEY *stat_key_info; /* Structure for the index to access stat_table */
/* Table for which statistical data is read / updated */
TABLE *table;
TABLE_SHARE *table_share; /* Table share for 'table */
const LEX_CSTRING *db_name; /* Name of the database containing 'table' */
const LEX_CSTRING *table_name; /* Name of the table 'table' */
void store_record_for_update()
{
store_record(stat_table, record[1]);
}
void store_record_for_lookup()
{
DBUG_ASSERT(record[0] == stat_table->record[0]);
}
bool update_record()
{
int err;
if ((err= stat_file->ha_update_row(record[1], record[0])) &&
err != HA_ERR_RECORD_IS_THE_SAME)
return TRUE;
/* Make change permanent and avoid 'table is marked as crashed' errors */
stat_file->extra(HA_EXTRA_FLUSH);
return FALSE;
}
public:
/**
@details
This constructor has to be called by any constructor of the derived
classes. The constructor 'tunes' the private and protected members of
the constructed object to the statistical table 'stat_table' with the
statistical data of our interest and to the table 'tab' for which this
statistics has been collected.
*/
Stat_table(TABLE *stat, TABLE *tab)
:stat_table(stat), table(tab)
{
table_share= tab->s;
common_init_stat_table();
db_name= &table_share->db;
table_name= &table_share->table_name;
}
/**
@details
This constructor has to be called by any constructor of the derived
classes. The constructor 'tunes' the private and protected members of
the constructed object to the statistical table 'stat_table' with the
statistical data of our interest and to the table t for which this
statistics has been collected. The table t is uniquely specified
by the database name 'db' and the table name 'tab'.
*/
Stat_table(TABLE *stat, const LEX_CSTRING *db, const LEX_CSTRING *tab)
:stat_table(stat), table_share(NULL),db_name(db), table_name(tab)
{
common_init_stat_table();
}
virtual ~Stat_table() {}
/**
@brief
Store the given values of fields for database name and table name
@details
This is a purely virtual method.
The implementation for any derived class shall store the given
values of the database name and table name in the corresponding
fields of stat_table.
@note
The method is called by the update_table_name_key_parts function.
*/
virtual void change_full_table_name(const LEX_CSTRING *db, const LEX_CSTRING *tab)= 0;
/**
@brief
Store statistical data into fields of the statistical table
@details
This is a purely virtual method.
The implementation for any derived class shall put the appropriate
statistical data into the corresponding fields of stat_table.
@note
The method is called by the update_stat function.
*/
virtual void store_stat_fields()= 0;
/**
@brief
Read statistical data from fields of the statistical table
@details
This is a purely virtual method.
The implementation for any derived read shall read the appropriate
statistical data from the corresponding fields of stat_table.
*/
virtual void get_stat_values()= 0;
/**
@brief
Find a record in the statistical table by a primary key
@details
The function looks for a record in stat_table by its primary key.
It assumes that the key fields have been already stored in the record
buffer of stat_table.
@retval
FALSE the record is not found
@retval
TRUE the record is found
*/
bool find_stat()
{
uchar key[MAX_KEY_LENGTH];
key_copy(key, record[0], stat_key_info, stat_key_length);
return !stat_file->ha_index_read_idx_map(record[0], stat_key_idx, key,
HA_WHOLE_KEY, HA_READ_KEY_EXACT);
}
/**
@brief
Find a record in the statistical table by a key prefix value
@details
The function looks for a record in stat_table by the key value consisting
of 'prefix_parts' major components for the primary index.
It assumes that the key prefix fields have been already stored in the record
buffer of stat_table.
@retval
FALSE the record is not found
@retval
TRUE the record is found
*/
bool find_next_stat_for_prefix(uint prefix_parts)
{
uchar key[MAX_KEY_LENGTH];
uint prefix_key_length= 0;
for (uint i= 0; i < prefix_parts; i++)
prefix_key_length+= stat_key_info->key_part[i].store_length;
key_copy(key, record[0], stat_key_info, prefix_key_length);
key_part_map prefix_map= (key_part_map) ((1 << prefix_parts) - 1);
return !stat_file->ha_index_read_idx_map(record[0], stat_key_idx, key,
prefix_map, HA_READ_KEY_EXACT);
}
/**
@brief
Update/insert a record in the statistical table with new statistics
@details
The function first looks for a record by its primary key in the statistical
table stat_table. If the record is found the function updates statistical
fields of the records. The data for these fields are taken from internal
structures containing info on the table 'table'. If the record is not
found the function inserts a new record with the primary key set to the
search key and the statistical data taken from the internal structures.
The function assumes that the key fields have been already stored in
the record buffer of stat_table.
@retval
FALSE success with the update/insert of the record
@retval
TRUE failure with the update/insert of the record
@note
The function calls the virtual method store_stat_fields to populate the
statistical fields of the updated/inserted row with new statistics.
*/
bool update_stat()
{
if (find_stat())
{
bool res;
store_record_for_update();
store_stat_fields();
res= update_record();
DBUG_ASSERT(res == 0);
return res;
}
else
{
int err;
store_stat_fields();
if ((err= stat_file->ha_write_row(record[0])))
{
DBUG_ASSERT(0);
return TRUE;
}
/* Make change permanent and avoid 'table is marked as crashed' errors */
stat_file->extra(HA_EXTRA_FLUSH);
}
return FALSE;
}
/**
@brief
Update the table name fields in the current record of stat_table
@details
The function updates the fields containing database name and table name
for the last found record in the statistical table stat_table.
The corresponding names for update is taken from the parameters
db and tab.
@retval
FALSE success with the update of the record
@retval
TRUE failure with the update of the record
@note
The function calls the virtual method change_full_table_name
to store the new names in the record buffer used for updates.
*/
bool update_table_name_key_parts(const LEX_CSTRING *db, const LEX_CSTRING *tab)
{
store_record_for_update();
change_full_table_name(db, tab);
bool rc= update_record();
store_record_for_lookup();
return rc;
}
/**
@brief
Delete the current record of the statistical table stat_table
@details
The function deletes the last found record from the statistical
table stat_table.
@retval
FALSE success with the deletion of the record
@retval
TRUE failure with the deletion of the record
*/
bool delete_stat()
{
int err;
if ((err= stat_file->ha_delete_row(record[0])))
return TRUE;
/* Make change permanent and avoid 'table is marked as crashed' errors */
stat_file->extra(HA_EXTRA_FLUSH);
return FALSE;
}
friend class Stat_table_write_iter;
};
/*
An object of the class Table_stat is created to read statistical
data on tables from the statistical table table_stats, to update
table_stats with such statistical data, or to update columns
of the primary key, or to delete the record by its primary key or
its prefix.
Rows from the statistical table are read and updated always by
primary key.
*/
class Table_stat: public Stat_table
{
private:
Field *db_name_field; /* Field for the column table_stats.db_name */
Field *table_name_field; /* Field for the column table_stats.table_name */
void common_init_table_stat()
{
db_name_field= stat_table->field[TABLE_STAT_DB_NAME];
table_name_field= stat_table->field[TABLE_STAT_TABLE_NAME];
}
void change_full_table_name(const LEX_CSTRING *db, const LEX_CSTRING *tab)
{
db_name_field->store(db->str, db->length, system_charset_info);
table_name_field->store(tab->str, tab->length, system_charset_info);
}
public:
/**
@details
The constructor 'tunes' the private and protected members of the
constructed object for the statistical table table_stats to read/update
statistics on table 'tab'. The TABLE structure for the table table_stat
must be passed as a value for the parameter 'stat'.
*/
Table_stat(TABLE *stat, TABLE *tab) :Stat_table(stat, tab)
{
common_init_table_stat();
}
/**
@details
The constructor 'tunes' the private and protected members of the
object constructed for the statistical table table_stat for
the future updates/deletes of the record concerning the table 'tab'
from the database 'db'.
*/
Table_stat(TABLE *stat, const LEX_CSTRING *db, const LEX_CSTRING *tab)
:Stat_table(stat, db, tab)
{
common_init_table_stat();
}
/**
@brief
Set the key fields for the statistical table table_stat
@details
The function sets the values of the fields db_name and table_name
in the record buffer for the statistical table table_stat.
These fields comprise the primary key for the table.
@note
The function is supposed to be called before any use of the
method find_stat for an object of the Table_stat class.
*/
void set_key_fields()
{
db_name_field->store(db_name->str, db_name->length, system_charset_info);
table_name_field->store(table_name->str, table_name->length,
system_charset_info);
}
/**
@brief
Store statistical data into statistical fields of table_stat
@details
This implementation of a purely virtual method sets the value of the
column 'cardinality' of the statistical table table_stat according to
the value of the flag write_stat.cardinality_is_null and the value of
the field write_stat.cardinality' from the TABLE structure for 'table'.
*/
void store_stat_fields()
{
Field *stat_field= stat_table->field[TABLE_STAT_CARDINALITY];
if (table->collected_stats->cardinality_is_null)
stat_field->set_null();
else
{
stat_field->set_notnull();
stat_field->store(table->collected_stats->cardinality,true);
}
}
/**
@brief
Read statistical data from statistical fields of table_stat
@details
This implementation of a purely virtual method first looks for a record
the statistical table table_stat by its primary key set the record
buffer with the help of Table_stat::set_key_fields. Then, if the row is
found the function reads the value of the column 'cardinality' of the table
table_stat and sets the value of the flag read_stat.cardinality_is_null
and the value of the field read_stat.cardinality' from the TABLE structure
for 'table' accordingly.
*/
void get_stat_values()
{
Table_statistics *read_stats= table_share->stats_cb.table_stats;
read_stats->cardinality_is_null= TRUE;
read_stats->cardinality= 0;
if (find_stat())
{
Field *stat_field= stat_table->field[TABLE_STAT_CARDINALITY];
if (!stat_field->is_null())
{
read_stats->cardinality_is_null= FALSE;
read_stats->cardinality= stat_field->val_int();
}
}
}
};
/*
An object of the class Column_stat is created to read statistical data
on table columns from the statistical table column_stats, to update
column_stats with such statistical data, or to update columns
of the primary key, or to delete the record by its primary key or
its prefix.
Rows from the statistical table are read and updated always by
primary key.
*/
class Column_stat: public Stat_table
{
private:
Field *db_name_field; /* Field for the column column_stats.db_name */
Field *table_name_field; /* Field for the column column_stats.table_name */
Field *column_name_field; /* Field for the column column_stats.column_name */
Field *table_field; /* Field from 'table' to read /update statistics on */
void common_init_column_stat_table()
{
db_name_field= stat_table->field[COLUMN_STAT_DB_NAME];
table_name_field= stat_table->field[COLUMN_STAT_TABLE_NAME];
column_name_field= stat_table->field[COLUMN_STAT_COLUMN_NAME];
}
void change_full_table_name(const LEX_CSTRING *db, const LEX_CSTRING *tab)
{
db_name_field->store(db->str, db->length, system_charset_info);
table_name_field->store(tab->str, tab->length, system_charset_info);
}
public:
/**
@details
The constructor 'tunes' the private and protected members of the
constructed object for the statistical table column_stats to read/update
statistics on fields of the table 'tab'. The TABLE structure for the table
column_stats must be passed as a value for the parameter 'stat'.
*/
Column_stat(TABLE *stat, TABLE *tab) :Stat_table(stat, tab)
{
common_init_column_stat_table();
}
/**
@details
The constructor 'tunes' the private and protected members of the
object constructed for the statistical table column_stats for
the future updates/deletes of the record concerning the table 'tab'
from the database 'db'.
*/
Column_stat(TABLE *stat, const LEX_CSTRING *db, const LEX_CSTRING *tab)
:Stat_table(stat, db, tab)
{
common_init_column_stat_table();
}
/**
@brief
Set table name fields for the statistical table column_stats
@details
The function stores the values of the fields db_name and table_name
of the statistical table column_stats in the record buffer.
*/
void set_full_table_name()
{
db_name_field->store(db_name->str, db_name->length, system_charset_info);
table_name_field->store(table_name->str, table_name->length,
system_charset_info);
}
/**
@brief
Set the key fields for the statistical table column_stats
@param
col Field for the 'table' column to read/update statistics on
@details
The function stores the values of the fields db_name, table_name and
column_name in the record buffer for the statistical table column_stats.
These fields comprise the primary key for the table.
It also sets table_field to the passed parameter.
@note
The function is supposed to be called before any use of the
method find_stat for an object of the Column_stat class.
*/
void set_key_fields(Field *col)
{
set_full_table_name();
column_name_field->store(col->field_name.str, col->field_name.length,
system_charset_info);
table_field= col;
}
/**
@brief
Update the table name fields in the current record of stat_table
@details
The function updates the primary key fields containing database name,
table name, and column name for the last found record in the statistical
table column_stats.
@retval
FALSE success with the update of the record
@retval
TRUE failure with the update of the record
*/
bool update_column_key_part(const char *col)
{
store_record_for_update();
set_full_table_name();
column_name_field->store(col, strlen(col), system_charset_info);
bool rc= update_record();
store_record_for_lookup();
return rc;
}
/**
@brief
Store statistical data into statistical fields of column_stats
@details
This implementation of a purely virtual method sets the value of the
columns 'min_value', 'max_value', 'nulls_ratio', 'avg_length',
'avg_frequency', 'hist_size', 'hist_type' and 'histogram' of the
stistical table columns_stat according to the contents of the bitmap
write_stat.column_stat_nulls and the values of the fields min_value,
max_value, nulls_ratio, avg_length, avg_frequency, hist_size, hist_type
and histogram of the structure write_stat from the Field structure
for the field 'table_field'.
The value of the k-th column in the table columns_stat is set to NULL
if the k-th bit in the bitmap 'column_stat_nulls' is set to 1.
@note
A value from the field min_value/max_value is always converted
into a varbinary string. If the length of the column 'min_value'/'max_value'
is less than the length of the string the string is trimmed to fit the
length of the column.
*/
void store_stat_fields()
{
char buff[MAX_FIELD_WIDTH];
String val(buff, sizeof(buff), &my_charset_bin);
for (uint i= COLUMN_STAT_MIN_VALUE; i <= COLUMN_STAT_HISTOGRAM; i++)
{
Field *stat_field= stat_table->field[i];
if (table_field->collected_stats->is_null(i))
stat_field->set_null();
else
{
stat_field->set_notnull();
switch (i) {
case COLUMN_STAT_MIN_VALUE:
if (table_field->type() == MYSQL_TYPE_BIT)
stat_field->store(table_field->collected_stats->min_value->val_int(),true);
else
{
table_field->collected_stats->min_value->val_str(&val);
stat_field->store(val.ptr(), val.length(), &my_charset_bin);
}
break;
case COLUMN_STAT_MAX_VALUE:
if (table_field->type() == MYSQL_TYPE_BIT)
stat_field->store(table_field->collected_stats->max_value->val_int(),true);
else
{
table_field->collected_stats->max_value->val_str(&val);
stat_field->store(val.ptr(), val.length(), &my_charset_bin);
}
break;
case COLUMN_STAT_NULLS_RATIO:
stat_field->store(table_field->collected_stats->get_nulls_ratio());
break;
case COLUMN_STAT_AVG_LENGTH:
stat_field->store(table_field->collected_stats->get_avg_length());
break;
case COLUMN_STAT_AVG_FREQUENCY:
stat_field->store(table_field->collected_stats->get_avg_frequency());
break;
case COLUMN_STAT_HIST_SIZE:
stat_field->store(table_field->collected_stats->histogram.get_size());
break;
case COLUMN_STAT_HIST_TYPE:
stat_field->store(table_field->collected_stats->histogram.get_type() +
1);
break;
case COLUMN_STAT_HISTOGRAM:
const char * col_histogram=
(const char *) (table_field->collected_stats->histogram.get_values());
stat_field->store(col_histogram,
table_field->collected_stats->histogram.get_size(),
&my_charset_bin);
break;
}
}
}
}
/**
@brief
Read statistical data from statistical fields of column_stats
@details
This implementation of a purely virtual method first looks for a record
in the statistical table column_stats by its primary key set in the record
buffer with the help of Column_stat::set_key_fields. Then, if the row is
found, the function reads the values of the columns 'min_value',
'max_value', 'nulls_ratio', 'avg_length', 'avg_frequency', 'hist_size' and
'hist_type" of the table column_stat and sets accordingly the value of
the bitmap read_stat.column_stat_nulls' and the values of the fields
min_value, max_value, nulls_ratio, avg_length, avg_frequency, hist_size and
hist_type of the structure read_stat from the Field structure for the field
'table_field'.
*/
void get_stat_values()
{
table_field->read_stats->set_all_nulls();
if (table_field->read_stats->min_value)
table_field->read_stats->min_value->set_null();
if (table_field->read_stats->max_value)
table_field->read_stats->max_value->set_null();
if (find_stat())
{
char buff[MAX_FIELD_WIDTH];
String val(buff, sizeof(buff), &my_charset_bin);
for (uint i= COLUMN_STAT_MIN_VALUE; i <= COLUMN_STAT_HIST_TYPE; i++)
{
Field *stat_field= stat_table->field[i];
if (!stat_field->is_null() &&
(i > COLUMN_STAT_MAX_VALUE ||
(i == COLUMN_STAT_MIN_VALUE &&
table_field->read_stats->min_value) ||
(i == COLUMN_STAT_MAX_VALUE &&
table_field->read_stats->max_value)))
{
table_field->read_stats->set_not_null(i);
switch (i) {
case COLUMN_STAT_MIN_VALUE:
table_field->read_stats->min_value->set_notnull();
stat_field->val_str(&val);
table_field->read_stats->min_value->store(val.ptr(), val.length(),
&my_charset_bin);
break;
case COLUMN_STAT_MAX_VALUE:
table_field->read_stats->max_value->set_notnull();
stat_field->val_str(&val);
table_field->read_stats->max_value->store(val.ptr(), val.length(),
&my_charset_bin);
break;
case COLUMN_STAT_NULLS_RATIO:
table_field->read_stats->set_nulls_ratio(stat_field->val_real());
break;
case COLUMN_STAT_AVG_LENGTH:
table_field->read_stats->set_avg_length(stat_field->val_real());
break;
case COLUMN_STAT_AVG_FREQUENCY:
table_field->read_stats->set_avg_frequency(stat_field->val_real());
break;
case COLUMN_STAT_HIST_SIZE:
table_field->read_stats->histogram.set_size(stat_field->val_int());
break;
case COLUMN_STAT_HIST_TYPE:
Histogram_type hist_type= (Histogram_type) (stat_field->val_int() -
1);
table_field->read_stats->histogram.set_type(hist_type);
break;
}
}
}
}
}
/**
@brief
Read histogram from of column_stats
@details
This method first looks for a record in the statistical table column_stats
by its primary key set the record buffer with the help of
Column_stat::set_key_fields. Then, if the row is found, the function reads
the value of the column 'histogram' of the table column_stat and sets
accordingly the corresponding bit in the bitmap read_stat.column_stat_nulls.
The method assumes that the value of histogram size and the pointer to
the histogram location has been already set in the fields size and values
of read_stats->histogram.
*/
void get_histogram_value()
{
if (find_stat())
{
char buff[MAX_FIELD_WIDTH];
String val(buff, sizeof(buff), &my_charset_bin);
uint fldno= COLUMN_STAT_HISTOGRAM;
Field *stat_field= stat_table->field[fldno];
table_field->read_stats->set_not_null(fldno);
stat_field->val_str(&val);
memcpy(table_field->read_stats->histogram.get_values(),
val.ptr(), table_field->read_stats->histogram.get_size());
}
}
};
/*
An object of the class Index_stat is created to read statistical
data on tables from the statistical table table_stat, to update
index_stats with such statistical data, or to update columns
of the primary key, or to delete the record by its primary key or
its prefix.
Rows from the statistical table are read and updated always by
primary key.
*/
class Index_stat: public Stat_table
{
private:
Field *db_name_field; /* Field for the column index_stats.db_name */
Field *table_name_field; /* Field for the column index_stats.table_name */
Field *index_name_field; /* Field for the column index_stats.table_name */
Field *prefix_arity_field; /* Field for the column index_stats.prefix_arity */
KEY *table_key_info; /* Info on the index to read/update statistics on */
uint prefix_arity; /* Number of components of the index prefix of interest */
void common_init_index_stat_table()
{
db_name_field= stat_table->field[INDEX_STAT_DB_NAME];
table_name_field= stat_table->field[INDEX_STAT_TABLE_NAME];
index_name_field= stat_table->field[INDEX_STAT_INDEX_NAME];
prefix_arity_field= stat_table->field[INDEX_STAT_PREFIX_ARITY];
}
void change_full_table_name(const LEX_CSTRING *db, const LEX_CSTRING *tab)
{
db_name_field->store(db->str, db->length, system_charset_info);
table_name_field->store(tab->str, tab->length, system_charset_info);
}
public:
/**
@details
The constructor 'tunes' the private and protected members of the
constructed object for the statistical table index_stats to read/update
statistics on prefixes of different indexes of the table 'tab'.
The TABLE structure for the table index_stats must be passed as a value
for the parameter 'stat'.
*/
Index_stat(TABLE *stat, TABLE*tab) :Stat_table(stat, tab)
{
common_init_index_stat_table();
}
/**
@details
The constructor 'tunes' the private and protected members of the
object constructed for the statistical table index_stats for
the future updates/deletes of the record concerning the table 'tab'
from the database 'db'.
*/
Index_stat(TABLE *stat, const LEX_CSTRING *db, const LEX_CSTRING *tab)
:Stat_table(stat, db, tab)
{
common_init_index_stat_table();
}
/**
@brief
Set table name fields for the statistical table index_stats
@details
The function stores the values of the fields db_name and table_name
of the statistical table index_stats in the record buffer.
*/
void set_full_table_name()
{
db_name_field->store(db_name->str, db_name->length, system_charset_info);
table_name_field->store(table_name->str, table_name->length,
system_charset_info);
}
/**
@brief
Set the key fields of index_stats used to access records for index prefixes
@param
index_info Info for the index of 'table' to read/update statistics on
@details
The function sets the values of the fields db_name, table_name and
index_name in the record buffer for the statistical table index_stats.
It also sets table_key_info to the passed parameter.
@note
The function is supposed to be called before any use of the method
find_next_stat_for_prefix for an object of the Index_stat class.
*/
void set_index_prefix_key_fields(KEY *index_info)
{
set_full_table_name();
const char *index_name= index_info->name.str;
index_name_field->store(index_name, index_info->name.length,
system_charset_info);
table_key_info= index_info;
}
/**
@brief
Set the key fields for the statistical table index_stats
@param
index_info Info for the index of 'table' to read/update statistics on
@param
index_prefix_arity Number of components in the index prefix of interest
@details
The function sets the values of the fields db_name, table_name and
index_name, prefix_arity in the record buffer for the statistical
table index_stats. These fields comprise the primary key for the table.
@note
The function is supposed to be called before any use of the
method find_stat for an object of the Index_stat class.
*/
void set_key_fields(KEY *index_info, uint index_prefix_arity)
{
set_index_prefix_key_fields(index_info);
prefix_arity= index_prefix_arity;
prefix_arity_field->store(index_prefix_arity, TRUE);
}
/**
@brief
Store statistical data into statistical fields of table index_stats
@details
This implementation of a purely virtual method sets the value of the
column 'avg_frequency' of the statistical table index_stats according to
the value of write_stat.avg_frequency[Index_stat::prefix_arity]
from the KEY_INFO structure 'table_key_info'.
If the value of write_stat. avg_frequency[Index_stat::prefix_arity] is
equal to 0, the value of the column is set to NULL.
*/
void store_stat_fields()
{
Field *stat_field= stat_table->field[INDEX_STAT_AVG_FREQUENCY];
double avg_frequency=
table_key_info->collected_stats->get_avg_frequency(prefix_arity-1);
if (avg_frequency == 0)
stat_field->set_null();
else
{
stat_field->set_notnull();
stat_field->store(avg_frequency);
}
}
/**
@brief
Read statistical data from statistical fields of index_stats
@details
This implementation of a purely virtual method first looks for a record the
statistical table index_stats by its primary key set the record buffer with
the help of Index_stat::set_key_fields. If the row is found the function
reads the value of the column 'avg_freguency' of the table index_stat and
sets the value of read_stat.avg_frequency[Index_stat::prefix_arity]
from the KEY_INFO structure 'table_key_info' accordingly. If the value of
the column is NULL, read_stat.avg_frequency[Index_stat::prefix_arity] is
set to 0. Otherwise, read_stat.avg_frequency[Index_stat::prefix_arity] is
set to the value of the column.
*/
void get_stat_values()
{
double avg_frequency= 0;
if(find_stat())
{
Field *stat_field= stat_table->field[INDEX_STAT_AVG_FREQUENCY];
if (!stat_field->is_null())
avg_frequency= stat_field->val_real();
}
table_key_info->read_stats->set_avg_frequency(prefix_arity-1, avg_frequency);
}
};
/*
An iterator to enumerate statistics table rows which allows to modify
the rows while reading them.
Used by RENAME TABLE handling to assign new dbname.tablename to statistic
rows.
*/
class Stat_table_write_iter
{
Stat_table *owner;
IO_CACHE io_cache;
uchar *rowid_buf;
uint rowid_size;
public:
Stat_table_write_iter(Stat_table *stat_table_arg)
: owner(stat_table_arg), rowid_buf(NULL),
rowid_size(owner->stat_file->ref_length)
{
my_b_clear(&io_cache);
}
/*
Initialize the iterator. It will return rows with n_keyparts matching the
curernt values.
@return false - OK
true - Error
*/
bool init(uint n_keyparts)
{
if (!(rowid_buf= (uchar*)my_malloc(rowid_size, MYF(0))))
return true;
if (open_cached_file(&io_cache, mysql_tmpdir, TEMP_PREFIX,
1024, MYF(MY_WME)))
return true;
handler *h= owner->stat_file;
uchar key[MAX_KEY_LENGTH];
uint prefix_len= 0;
for (uint i= 0; i < n_keyparts; i++)
prefix_len += owner->stat_key_info->key_part[i].store_length;
key_copy(key, owner->record[0], owner->stat_key_info,
prefix_len);
key_part_map prefix_map= (key_part_map) ((1 << n_keyparts) - 1);
h->ha_index_init(owner->stat_key_idx, false);
int res= h->ha_index_read_map(owner->record[0], key, prefix_map,
HA_READ_KEY_EXACT);
if (res)
{
reinit_io_cache(&io_cache, READ_CACHE, 0L, 0, 0);
/* "Key not found" is not considered an error */
return (res == HA_ERR_KEY_NOT_FOUND)? false: true;
}
do {
h->position(owner->record[0]);
my_b_write(&io_cache, h->ref, rowid_size);
} while (!h->ha_index_next_same(owner->record[0], key, prefix_len));
/* Prepare for reading */
reinit_io_cache(&io_cache, READ_CACHE, 0L, 0, 0);
h->ha_index_or_rnd_end();
if (h->ha_rnd_init(false))
return true;
return false;
}
/*
Read the next row.
@return
false OK
true No more rows or error.
*/
bool get_next_row()
{
if (!my_b_inited(&io_cache) || my_b_read(&io_cache, rowid_buf, rowid_size))
return true; /* No more data */
handler *h= owner->stat_file;
/*
We should normally be able to find the row that we have rowid for. If we
don't, let's consider this an error.
*/
int res= h->ha_rnd_pos(owner->record[0], rowid_buf);
return (res==0)? false : true;
}
void cleanup()
{
if (rowid_buf)
my_free(rowid_buf);
rowid_buf= NULL;
owner->stat_file->ha_index_or_rnd_end();
close_cached_file(&io_cache);
my_b_clear(&io_cache);
}
~Stat_table_write_iter()
{
/* Ensure that cleanup has been run */
DBUG_ASSERT(rowid_buf == 0);
}
};
/*
Histogram_builder is a helper class that is used to build histograms
for columns
*/
class Histogram_builder
{
Field *column; /* table field for which the histogram is built */
uint col_length; /* size of this field */
ha_rows records; /* number of records the histogram is built for */
Field *min_value; /* pointer to the minimal value for the field */
Field *max_value; /* pointer to the maximal value for the field */
Histogram *histogram; /* the histogram location */
uint hist_width; /* the number of points in the histogram */
double bucket_capacity; /* number of rows in a bucket of the histogram */
uint curr_bucket; /* number of the current bucket to be built */
ulonglong count; /* number of values retrieved */
ulonglong count_distinct; /* number of distinct values retrieved */
public:
Histogram_builder(Field *col, uint col_len, ha_rows rows)
: column(col), col_length(col_len), records(rows)
{
Column_statistics *col_stats= col->collected_stats;
min_value= col_stats->min_value;
max_value= col_stats->max_value;
histogram= &col_stats->histogram;
hist_width= histogram->get_width();
bucket_capacity= (double) records / (hist_width + 1);
curr_bucket= 0;
count= 0;
count_distinct= 0;
}
ulonglong get_count_distinct() { return count_distinct; }
int next(void *elem, element_count elem_cnt)
{
count_distinct++;
count+= elem_cnt;
if (curr_bucket == hist_width)
return 0;
if (count > bucket_capacity * (curr_bucket + 1))
{
column->store_field_value((uchar *) elem, col_length);
histogram->set_value(curr_bucket,
column->pos_in_interval(min_value, max_value));
curr_bucket++;
while (curr_bucket != hist_width &&
count > bucket_capacity * (curr_bucket + 1))
{
histogram->set_prev_value(curr_bucket);
curr_bucket++;
}
}
return 0;
}
};
C_MODE_START
int histogram_build_walk(void *elem, element_count elem_cnt, void *arg)
{
Histogram_builder *hist_builder= (Histogram_builder *) arg;
return hist_builder->next(elem, elem_cnt);
}
C_MODE_END
/*
The class Count_distinct_field is a helper class used to calculate
the number of distinct values for a column. The class employs the
Unique class for this purpose.
The class Count_distinct_field is used only by the function
collect_statistics_for_table to calculate the values for
column avg_frequency of the statistical table column_stats.
*/
class Count_distinct_field: public Sql_alloc
{
protected:
/* Field for which the number of distinct values is to be find out */
Field *table_field;
Unique *tree; /* The helper object to contain distinct values */
uint tree_key_length; /* The length of the keys for the elements of 'tree */
public:
Count_distinct_field() {}
/**
@param
field Field for which the number of distinct values is
to be find out
@param
max_heap_table_size The limit for the memory used by the RB tree container
of the constructed Unique object 'tree'
@details
The constructor sets the values of 'table_field' and 'tree_key_length',
and then calls the 'new' operation to create a Unique object for 'tree'.
The type of 'field' and the value max_heap_table_size of determine the set
of the parameters to be passed to the constructor of the Unique object.
*/
Count_distinct_field(Field *field, size_t max_heap_table_size)
{
table_field= field;
tree_key_length= field->pack_length();
tree= new Unique((qsort_cmp2) simple_str_key_cmp, (void*) field,
tree_key_length, max_heap_table_size, 1);
}
virtual ~Count_distinct_field()
{
delete tree;
tree= NULL;
}
/*
@brief
Check whether the Unique object tree has been successfully created
*/
bool exists()
{
return (tree != NULL);
}
/*
@brief
Add the value of 'field' to the container of the Unique object 'tree'
*/
virtual bool add()
{
return tree->unique_add(table_field->ptr);
}
/*
@brief
Calculate the number of elements accumulated in the container of 'tree'
*/
ulonglong get_value()
{
ulonglong count;
if (tree->elements == 0)
return (ulonglong) tree->elements_in_tree();
count= 0;
tree->walk(table_field->table, count_distinct_walk, (void*) &count);
return count;
}
/*
@brief
Build the histogram for the elements accumulated in the container of 'tree'
*/
ulonglong get_value_with_histogram(ha_rows rows)
{
Histogram_builder hist_builder(table_field, tree_key_length, rows);
tree->walk(table_field->table, histogram_build_walk, (void *) &hist_builder);
return hist_builder.get_count_distinct();
}
/*
@brief
Get the size of the histogram in bytes built for table_field
*/
uint get_hist_size()
{
return table_field->collected_stats->histogram.get_size();
}
/*
@brief
Get the pointer to the histogram built for table_field
*/
uchar *get_histogram()
{
return table_field->collected_stats->histogram.get_values();
}
};
static
int simple_ulonglong_key_cmp(void* arg, uchar* key1, uchar* key2)
{
ulonglong *val1= (ulonglong *) key1;
ulonglong *val2= (ulonglong *) key2;
return *val1 > *val2 ? 1 : *val1 == *val2 ? 0 : -1;
}
/*
The class Count_distinct_field_bit is derived from the class
Count_distinct_field to be used only for fields of the MYSQL_TYPE_BIT type.
The class provides a different implementation for the method add
*/
class Count_distinct_field_bit: public Count_distinct_field
{
public:
Count_distinct_field_bit(Field *field, size_t max_heap_table_size)
{
table_field= field;
tree_key_length= sizeof(ulonglong);
tree= new Unique((qsort_cmp2) simple_ulonglong_key_cmp,
(void*) &tree_key_length,
tree_key_length, max_heap_table_size, 1);
}
bool add()
{
longlong val= table_field->val_int();
return tree->unique_add(&val);
}
};
/*
The class Index_prefix_calc is a helper class used to calculate the values
for the column 'avg_frequency' of the statistical table index_stats.
For any table t from the database db and any k-component prefix of the
index i for this table the row from index_stats with the primary key
(db,t,i,k) must contain in the column 'avg_frequency' either NULL or
the number that is the ratio of N and V, where N is the number of index
entries without NULL values in the first k components of the index i,
and V is the number of distinct tuples composed of the first k components
encountered among these index entries.
Currently the objects of this class are used only by the function
collect_statistics_for_index.
*/
class Index_prefix_calc: public Sql_alloc
{
private:
/* Table containing index specified by index_info */
TABLE *index_table;
/* Info for the index i for whose prefix 'avg_frequency' is calculated */
KEY *index_info;
/* The maximum number of the components in the prefixes of interest */
uint prefixes;
bool empty;
/* This structure is created for every k components of the index i */
class Prefix_calc_state
{
public:
/*
The number of the scanned index entries without nulls
in the first k components
*/
ulonglong entry_count;
/*
The number if the scanned index entries without nulls with
the last encountered k-component prefix
*/
ulonglong prefix_count;
/* The values of the last encountered k-component prefix */
Cached_item *last_prefix;
};
/*
Array of structures used to calculate 'avg_frequency' for different
prefixes of the index i
*/
Prefix_calc_state *calc_state;
public:
bool is_single_comp_pk;
bool is_partial_fields_present;
Index_prefix_calc(THD *thd, TABLE *table, KEY *key_info)
: index_table(table), index_info(key_info)
{
uint i;
Prefix_calc_state *state;
uint key_parts= table->actual_n_key_parts(key_info);
empty= TRUE;
prefixes= 0;
LINT_INIT_STRUCT(calc_state);
is_partial_fields_present= is_single_comp_pk= FALSE;
uint pk= table->s->primary_key;
if ((uint) (table->key_info - key_info) == pk &&
table->key_info[pk].user_defined_key_parts == 1)
{
prefixes= 1;
is_single_comp_pk= TRUE;
return;
}
if ((calc_state=
(Prefix_calc_state *) thd->alloc(sizeof(Prefix_calc_state)*key_parts)))
{
uint keyno= (uint)(key_info-table->key_info);
for (i= 0, state= calc_state; i < key_parts; i++, state++)
{
/*
Do not consider prefixes containing a component that is only part
of the field. This limitation is set to avoid fetching data when
calculating the values of 'avg_frequency' for prefixes.
*/
if (!key_info->key_part[i].field->part_of_key.is_set(keyno))
{
is_partial_fields_present= TRUE;
break;
}
if (!(state->last_prefix=
new (thd->mem_root) Cached_item_field(thd,
key_info->key_part[i].field)))
break;
state->entry_count= state->prefix_count= 0;
prefixes++;
}
}
}
/**
@breif
Change the elements of calc_state after reading the next index entry
@details
This function is to be called at the index scan each time the next
index entry has been read into the record buffer.
For each of the index prefixes the function checks whether nulls
are encountered in any of the k components of the prefix.
If this is not the case the value of calc_state[k-1].entry_count
is incremented by 1. Then the function checks whether the value of
any of these k components has changed. If so, the value of
calc_state[k-1].prefix_count is incremented by 1.
*/
void add()
{
uint i;
Prefix_calc_state *state;
uint first_changed= prefixes;
for (i= prefixes, state= calc_state+prefixes-1; i; i--, state--)
{
if (state->last_prefix->cmp())
first_changed= i-1;
}
if (empty)
{
first_changed= 0;
empty= FALSE;
}
for (i= 0, state= calc_state; i < prefixes; i++, state++)
{
if (state->last_prefix->null_value)
break;
if (i >= first_changed)
state->prefix_count++;
state->entry_count++;
}
}
/**
@brief
Calculate the values of avg_frequency for all prefixes of an index
@details
This function is to be called after the index scan to count the number
of distinct index prefixes has been done. The function calculates
the value of avg_frequency for the index prefix with k components
as calc_state[k-1].entry_count/calc_state[k-1].prefix_count.
If calc_state[k-1].prefix_count happens to be 0, the value of
avg_frequency[k-1] is set to 0, i.e. is considered as unknown.
*/
void get_avg_frequency()
{
uint i;
Prefix_calc_state *state;
if (is_single_comp_pk)
{
index_info->collected_stats->set_avg_frequency(0, 1.0);
return;
}
for (i= 0, state= calc_state; i < prefixes; i++, state++)
{
if (i < prefixes)
{
double val= state->prefix_count == 0 ?
0 : (double) state->entry_count / state->prefix_count;
index_info->collected_stats->set_avg_frequency(i, val);
}
}
}
};
/**
@brief
Create fields for min/max values to collect column statistics
@param
table Table the fields are created for
@details
The function first allocates record buffers to store min/max values
for 'table's fields. Then for each table field f it creates Field structures
that points to these buffers rather that to the record buffer as the
Field object for f does. The pointers of the created fields are placed
in the collected_stats structure of the Field object for f.
The function allocates the buffers for min/max values in the table
memory.
@note
The buffers allocated when min/max values are used to read statistics
from the persistent statistical tables differ from those buffers that
are used when statistics on min/max values for column is collected
as they are allocated in different mem_roots.
The same is true for the fields created for min/max values.
*/
static
void create_min_max_statistical_fields_for_table(TABLE *table)
{
uint rec_buff_length= table->s->rec_buff_length;
if ((table->collected_stats->min_max_record_buffers=
(uchar *) alloc_root(&table->mem_root, 2*rec_buff_length)))
{
uchar *record= table->collected_stats->min_max_record_buffers;
memset(record, 0, 2*rec_buff_length);
for (uint i=0; i < 2; i++, record+= rec_buff_length)
{
for (Field **field_ptr= table->field; *field_ptr; field_ptr++)
{
Field *fld;
Field *table_field= *field_ptr;
my_ptrdiff_t diff= record-table->record[0];
if (!bitmap_is_set(table->read_set, table_field->field_index))
continue;
if (!(fld= table_field->clone(&table->mem_root, table, diff, TRUE)))
continue;
if (i == 0)
table_field->collected_stats->min_value= fld;
else
table_field->collected_stats->max_value= fld;
}
}
}
}
/**
@brief
Create fields for min/max values to read column statistics
@param
thd Thread handler
@param
table_share Table share the fields are created for
@param
is_safe TRUE <-> at any time only one thread can perform the function
@details
The function first allocates record buffers to store min/max values
for 'table_share's fields. Then for each field f it creates Field structures
that points to these buffers rather that to the record buffer as the
Field object for f does. The pointers of the created fields are placed
in the read_stats structure of the Field object for f.
The function allocates the buffers for min/max values in the table share
memory.
If the parameter is_safe is TRUE then it is guaranteed that at any given time
only one thread is executed the code of the function.
@note
The buffers allocated when min/max values are used to collect statistics
from the persistent statistical tables differ from those buffers that
are used when statistics on min/max values for column is read as they
are allocated in different mem_roots.
The same is true for the fields created for min/max values.
*/
static
void create_min_max_statistical_fields_for_table_share(THD *thd,
TABLE_SHARE *table_share)
{
TABLE_STATISTICS_CB *stats_cb= &table_share->stats_cb;
Table_statistics *stats= stats_cb->table_stats;
if (stats->min_max_record_buffers)
return;
uint rec_buff_length= table_share->rec_buff_length;
if ((stats->min_max_record_buffers=
(uchar *) alloc_root(&stats_cb->mem_root, 2*rec_buff_length)))
{
uchar *record= stats->min_max_record_buffers;
memset(record, 0, 2*rec_buff_length);
for (uint i=0; i < 2; i++, record+= rec_buff_length)
{
for (Field **field_ptr= table_share->field; *field_ptr; field_ptr++)
{
Field *fld;
Field *table_field= *field_ptr;
my_ptrdiff_t diff= record - table_share->default_values;
if (!(fld= table_field->clone(&stats_cb->mem_root, diff)))
continue;
if (i == 0)
table_field->read_stats->min_value= fld;
else
table_field->read_stats->max_value= fld;
}
}
}
}
/**
@brief
Allocate memory for the table's statistical data to be collected
@param
table Table for which the memory for statistical data is allocated
@note
The function allocates the memory for the statistical data on 'table' with
the intention to collect the data there. The memory is allocated for
the statistics on the table, on the table's columns, and on the table's
indexes. The memory is allocated in the table's mem_root.
@retval
0 If the memory for all statistical data has been successfully allocated
@retval
1 Otherwise
@note
Each thread allocates its own memory to collect statistics on the table
It allows us, for example, to collect statistics on the different indexes
of the same table in parallel.
*/
int alloc_statistics_for_table(THD* thd, TABLE *table)
{
Field **field_ptr;
uint fields;
DBUG_ENTER("alloc_statistics_for_table");
Table_statistics *table_stats=
(Table_statistics *) alloc_root(&table->mem_root,
sizeof(Table_statistics));
fields= table->s->fields ;
Column_statistics_collected *column_stats=
(Column_statistics_collected *) alloc_root(&table->mem_root,
sizeof(Column_statistics_collected) *
(fields+1));
uint keys= table->s->keys;
Index_statistics *index_stats=
(Index_statistics *) alloc_root(&table->mem_root,
sizeof(Index_statistics) * keys);
uint key_parts= table->s->ext_key_parts;
ulong *idx_avg_frequency= (ulong*) alloc_root(&table->mem_root,
sizeof(ulong) * key_parts);
uint columns= 0;
for (field_ptr= table->field; *field_ptr; field_ptr++)
{
if (bitmap_is_set(table->read_set, (*field_ptr)->field_index))
columns++;
}
uint hist_size= thd->variables.histogram_size;
Histogram_type hist_type= (Histogram_type) (thd->variables.histogram_type);
uchar *histogram= NULL;
if (hist_size > 0)
histogram= (uchar *) alloc_root(&table->mem_root, hist_size * columns);
if (!table_stats || !column_stats || !index_stats || !idx_avg_frequency ||
(hist_size && !histogram))
DBUG_RETURN(1);
table->collected_stats= table_stats;
table_stats->column_stats= column_stats;
table_stats->index_stats= index_stats;
table_stats->idx_avg_frequency= idx_avg_frequency;
table_stats->histograms= histogram;
memset(column_stats, 0, sizeof(Column_statistics) * (fields+1));
for (field_ptr= table->field; *field_ptr; field_ptr++, column_stats++)
{
(*field_ptr)->collected_stats= column_stats;
(*field_ptr)->collected_stats->max_value= NULL;
(*field_ptr)->collected_stats->min_value= NULL;
if (bitmap_is_set(table->read_set, (*field_ptr)->field_index))
{
column_stats->histogram.set_size(hist_size);
column_stats->histogram.set_type(hist_type);
column_stats->histogram.set_values(histogram);
histogram+= hist_size;
}
}
memset(idx_avg_frequency, 0, sizeof(ulong) * key_parts);
KEY *key_info, *end;
for (key_info= table->key_info, end= key_info + table->s->keys;
key_info < end;
key_info++, index_stats++)
{
key_info->collected_stats= index_stats;
key_info->collected_stats->init_avg_frequency(idx_avg_frequency);
idx_avg_frequency+= key_info->ext_key_parts;
}
create_min_max_statistical_fields_for_table(table);
DBUG_RETURN(0);
}
/**
@brief
Check whether any persistent statistics for the processed command is needed
@param
thd The thread handle
@details
The function checks whether any persitent statistics for the processed
command is needed to be read.
@retval
TRUE statistics is needed to be read
@retval
FALSE Otherwise
*/
static
inline bool statistics_for_command_is_needed(THD *thd)
{
if (thd->bootstrap || thd->variables.use_stat_tables == NEVER)
return FALSE;
switch(thd->lex->sql_command) {
case SQLCOM_SELECT:
case SQLCOM_INSERT:
case SQLCOM_INSERT_SELECT:
case SQLCOM_UPDATE:
case SQLCOM_UPDATE_MULTI:
case SQLCOM_DELETE:
case SQLCOM_DELETE_MULTI:
case SQLCOM_REPLACE:
case SQLCOM_REPLACE_SELECT:
break;
default:
return FALSE;
}
return TRUE;
}
/**
@brief
Allocate memory for the statistical data used by a table share
@param
thd Thread handler
@param
table_share Table share for which the memory for statistical data is allocated
@param
is_safe TRUE <-> at any time only one thread can perform the function
@note
The function allocates the memory for the statistical data on a table in the
table's share memory with the intention to read the statistics there from
the system persistent statistical tables mysql.table_stat, mysql.column_stats,
mysql.index_stats. The memory is allocated for the statistics on the table,
on the tables's columns, and on the table's indexes. The memory is allocated
in the table_share's mem_root.
If the parameter is_safe is TRUE then it is guaranteed that at any given time
only one thread is executed the code of the function.
@retval
0 If the memory for all statistical data has been successfully allocated
@retval
1 Otherwise
@note
The situation when more than one thread try to allocate memory for
statistical data is rare. It happens under the following scenario:
1. One thread executes a query over table t with the system variable
'use_stat_tables' set to 'never'.
2. After this the second thread sets 'use_stat_tables' to 'preferably'
and executes a query over table t.
3. Simultaneously the third thread sets 'use_stat_tables' to 'preferably'
and executes a query over table t.
Here the second and the third threads try to allocate the memory for
statistical data at the same time. The precautions are taken to
guarantee the correctness of the allocation.
@note
Currently the function always is called with the parameter is_safe set
to FALSE.
*/
int alloc_statistics_for_table_share(THD* thd, TABLE_SHARE *table_share,
bool is_safe)
{
Field **field_ptr;
KEY *key_info, *end;
TABLE_STATISTICS_CB *stats_cb= &table_share->stats_cb;
DBUG_ENTER("alloc_statistics_for_table_share");
DEBUG_SYNC(thd, "statistics_mem_alloc_start1");
DEBUG_SYNC(thd, "statistics_mem_alloc_start2");
if (!statistics_for_command_is_needed(thd))
DBUG_RETURN(1);
if (!is_safe)
mysql_mutex_lock(&table_share->LOCK_share);
if (stats_cb->stats_can_be_read)
{
if (!is_safe)
mysql_mutex_unlock(&table_share->LOCK_share);
DBUG_RETURN(0);
}
Table_statistics *table_stats= stats_cb->table_stats;
if (!table_stats)
{
table_stats= (Table_statistics *) alloc_root(&stats_cb->mem_root,
sizeof(Table_statistics));
if (!table_stats)
{
if (!is_safe)
mysql_mutex_unlock(&table_share->LOCK_share);
DBUG_RETURN(1);
}
memset(table_stats, 0, sizeof(Table_statistics));
stats_cb->table_stats= table_stats;
}
uint fields= table_share->fields;
Column_statistics *column_stats= table_stats->column_stats;
if (!column_stats)
{
column_stats= (Column_statistics *) alloc_root(&stats_cb->mem_root,
sizeof(Column_statistics) *
(fields+1));
if (column_stats)
{
memset(column_stats, 0, sizeof(Column_statistics) * (fields+1));
table_stats->column_stats= column_stats;
for (field_ptr= table_share->field;
*field_ptr;
field_ptr++, column_stats++)
{
(*field_ptr)->read_stats= column_stats;
(*field_ptr)->read_stats->min_value= NULL;
(*field_ptr)->read_stats->max_value= NULL;
}
create_min_max_statistical_fields_for_table_share(thd, table_share);
}
}
uint keys= table_share->keys;
Index_statistics *index_stats= table_stats->index_stats;
if (!index_stats)
{
index_stats= (Index_statistics *) alloc_root(&stats_cb->mem_root,
sizeof(Index_statistics) *
keys);
if (index_stats)
{
table_stats->index_stats= index_stats;
for (key_info= table_share->key_info, end= key_info + keys;
key_info < end;
key_info++, index_stats++)
{
key_info->read_stats= index_stats;
}
}
}
uint key_parts= table_share->ext_key_parts;
ulong *idx_avg_frequency= table_stats->idx_avg_frequency;
if (!idx_avg_frequency)
{
idx_avg_frequency= (ulong*) alloc_root(&stats_cb->mem_root,
sizeof(ulong) * key_parts);
if (idx_avg_frequency)
{
memset(idx_avg_frequency, 0, sizeof(ulong) * key_parts);
table_stats->idx_avg_frequency= idx_avg_frequency;
for (key_info= table_share->key_info, end= key_info + keys;
key_info < end;
key_info++)
{
key_info->read_stats->init_avg_frequency(idx_avg_frequency);
idx_avg_frequency+= key_info->ext_key_parts;
}
}
}
if (column_stats && index_stats && idx_avg_frequency)
stats_cb->stats_can_be_read= TRUE;
if (!is_safe)
mysql_mutex_unlock(&table_share->LOCK_share);
DBUG_RETURN(0);
}
/**
@brief
Allocate memory for the histogram used by a table share
@param
thd Thread handler
@param
table_share Table share for which the memory for histogram data is allocated
@param
is_safe TRUE <-> at any time only one thread can perform the function
@note
The function allocates the memory for the histogram built for a table in the
table's share memory with the intention to read the data there from the
system persistent statistical table mysql.column_stats,
The memory is allocated in the table_share's mem_root.
If the parameter is_safe is TRUE then it is guaranteed that at any given time
only one thread is executed the code of the function.
@retval
0 If the memory for all statistical data has been successfully allocated
@retval
1 Otherwise
@note
Currently the function always is called with the parameter is_safe set
to FALSE.
*/
static
int alloc_histograms_for_table_share(THD* thd, TABLE_SHARE *table_share,
bool is_safe)
{
TABLE_STATISTICS_CB *stats_cb= &table_share->stats_cb;
DBUG_ENTER("alloc_histograms_for_table_share");
if (!is_safe)
mysql_mutex_lock(&table_share->LOCK_share);
if (stats_cb->histograms_can_be_read)
{
if (!is_safe)
mysql_mutex_unlock(&table_share->LOCK_share);
DBUG_RETURN(0);
}
Table_statistics *table_stats= stats_cb->table_stats;
ulong total_hist_size= table_stats->total_hist_size;
if (total_hist_size && !table_stats->histograms)
{
uchar *histograms= (uchar *) alloc_root(&stats_cb->mem_root,
total_hist_size);
if (!histograms)
{
if (!is_safe)
mysql_mutex_unlock(&table_share->LOCK_share);
DBUG_RETURN(1);
}
memset(histograms, 0, total_hist_size);
table_stats->histograms= histograms;
stats_cb->histograms_can_be_read= TRUE;
}
if (!is_safe)
mysql_mutex_unlock(&table_share->LOCK_share);
DBUG_RETURN(0);
}
/**
@brief
Initialize the aggregation fields to collect statistics on a column
@param
thd Thread handler
@param
table_field Column to collect statistics for
*/
inline
void Column_statistics_collected::init(THD *thd, Field *table_field)
{
size_t max_heap_table_size= (size_t)thd->variables.max_heap_table_size;
TABLE *table= table_field->table;
uint pk= table->s->primary_key;
is_single_pk_col= FALSE;
if (pk != MAX_KEY && table->key_info[pk].user_defined_key_parts == 1 &&
table->key_info[pk].key_part[0].fieldnr == table_field->field_index + 1)
is_single_pk_col= TRUE;
column= table_field;
set_all_nulls();
nulls= 0;
column_total_length= 0;
if (is_single_pk_col)
count_distinct= NULL;
if (table_field->flags & BLOB_FLAG)
count_distinct= NULL;
else
{
count_distinct=
table_field->type() == MYSQL_TYPE_BIT ?
new Count_distinct_field_bit(table_field, max_heap_table_size) :
new Count_distinct_field(table_field, max_heap_table_size);
}
if (count_distinct && !count_distinct->exists())
count_distinct= NULL;
}
/**
@brief
Perform aggregation for a row when collecting statistics on a column
@param
rowno The order number of the row
*/
inline
bool Column_statistics_collected::add(ha_rows rowno)
{
bool err= 0;
if (column->is_null())
nulls++;
else
{
column_total_length+= column->value_length();
if (min_value && column->update_min(min_value, rowno == nulls))
set_not_null(COLUMN_STAT_MIN_VALUE);
if (max_value && column->update_max(max_value, rowno == nulls))
set_not_null(COLUMN_STAT_MAX_VALUE);
if (count_distinct)
err= count_distinct->add();
}
return err;
}
/**
@brief
Get the results of aggregation when collecting the statistics on a column
@param
rows The total number of rows in the table
*/
inline
void Column_statistics_collected::finish(ha_rows rows)
{
double val;
if (rows)
{
val= (double) nulls / rows;
set_nulls_ratio(val);
set_not_null(COLUMN_STAT_NULLS_RATIO);
}
if (rows - nulls)
{
val= (double) column_total_length / (rows - nulls);
set_avg_length(val);
set_not_null(COLUMN_STAT_AVG_LENGTH);
}
if (count_distinct)
{
ulonglong distincts;
uint hist_size= count_distinct->get_hist_size();
if (hist_size == 0)
distincts= count_distinct->get_value();
else
distincts= count_distinct->get_value_with_histogram(rows - nulls);
if (distincts)
{
val= (double) (rows - nulls) / distincts;
set_avg_frequency(val);
set_not_null(COLUMN_STAT_AVG_FREQUENCY);
}
else
hist_size= 0;
histogram.set_size(hist_size);
set_not_null(COLUMN_STAT_HIST_SIZE);
if (hist_size && distincts)
{
set_not_null(COLUMN_STAT_HIST_TYPE);
histogram.set_values(count_distinct->get_histogram());
set_not_null(COLUMN_STAT_HISTOGRAM);
}
delete count_distinct;
count_distinct= NULL;
}
else if (is_single_pk_col)
{
val= 1.0;
set_avg_frequency(val);
set_not_null(COLUMN_STAT_AVG_FREQUENCY);
}
}
/**
@brief
Clean up auxiliary structures used for aggregation
*/
inline
void Column_statistics_collected::cleanup()
{
if (count_distinct)
{
delete count_distinct;
count_distinct= NULL;
}
}
/**
@brief
Collect statistical data on an index
@param
table The table the index belongs to
index The number of this index in the table
@details
The function collects the value of 'avg_frequency' for the prefixes
on an index from 'table'. The index is specified by its number.
If the scan is successful the calculated statistics is saved in the
elements of the array write_stat.avg_frequency of the KEY_INFO structure
for the index. The statistics for the prefix with k components is saved
in the element number k-1.
@retval
0 If the statistics has been successfully collected
@retval
1 Otherwise
@note
The function collects statistics for the index prefixes for one index
scan during which no data is fetched from the table records. That's why
statistical data for prefixes that contain part of a field is not
collected.
The function employs an object of the helper class Index_prefix_calc to
count for each index prefix the number of index entries without nulls and
the number of distinct entries among them.
*/
static
int collect_statistics_for_index(THD *thd, TABLE *table, uint index)
{
int rc= 0;
KEY *key_info= &table->key_info[index];
ha_rows rows= 0;
DBUG_ENTER("collect_statistics_for_index");
/* No statistics for FULLTEXT indexes. */
if (key_info->flags & (HA_FULLTEXT|HA_SPATIAL))
DBUG_RETURN(rc);
Index_prefix_calc index_prefix_calc(thd, table, key_info);
DEBUG_SYNC(table->in_use, "statistics_collection_start1");
DEBUG_SYNC(table->in_use, "statistics_collection_start2");
if (index_prefix_calc.is_single_comp_pk)
{
index_prefix_calc.get_avg_frequency();
DBUG_RETURN(rc);
}
/*
Request "only index read" in case of absence of fields which are
partially in the index to avoid problems with partitioning (for example)
which want to get whole field value.
*/
if (!index_prefix_calc.is_partial_fields_present)
table->file->ha_start_keyread(index);
table->file->ha_index_init(index, TRUE);
rc= table->file->ha_index_first(table->record[0]);
while (rc != HA_ERR_END_OF_FILE)
{
if (thd->killed)
break;
if (rc)
break;
rows++;
index_prefix_calc.add();
rc= table->file->ha_index_next(table->record[0]);
}
table->file->ha_end_keyread();
table->file->ha_index_end();
rc= (rc == HA_ERR_END_OF_FILE && !thd->killed) ? 0 : 1;
if (!rc)
index_prefix_calc.get_avg_frequency();
DBUG_RETURN(rc);
}
/**
@brief
Collect statistical data for a table
@param
thd The thread handle
@param
table The table to collect statistics on
@details
The function collects data for various statistical characteristics on
the table 'table'. These data is saved in the internal fields that could
be reached from 'table'. The data is prepared to be saved in the persistent
statistical table by the function update_statistics_for_table.
The collected statistical values are not placed in the same fields that
keep the statistical data used by the optimizer. Therefore, at any time,
there is no collision between the statistics being collected and the one
used by the optimizer to look for optimal query execution plans for other
clients.
@retval
0 If the statistics has been successfully collected
@retval
1 Otherwise
@note
The function first collects statistical data for statistical characteristics
to be saved in the statistical tables table_stat and column_stats. To do this
it performs a full table scan of 'table'. At this scan the function collects
statistics on each column of the table and count the total number of the
scanned rows. To calculate the value of 'avg_frequency' for a column the
function constructs an object of the helper class Count_distinct_field
(or its derivation). Currently this class cannot count the number of
distinct values for blob columns. So the value of 'avg_frequency' for
blob columns is always null.
After the full table scan the function calls collect_statistics_for_index
for each table index. The latter performs full index scan for each index.
@note
Currently the statistical data is collected indiscriminately for all
columns/indexes of 'table', for all statistical characteristics.
TODO. Collect only specified statistical characteristics for specified
columns/indexes.
@note
Currently the process of collecting statistical data is not optimized.
For example, 'avg_frequency' for a column could be copied from the
'avg_frequency' collected for an index if this column is used as the
first component of the index. Min and min values for this column could
be extracted from the index as well.
*/
int collect_statistics_for_table(THD *thd, TABLE *table)
{
int rc;
Field **field_ptr;
Field *table_field;
ha_rows rows= 0;
handler *file=table->file;
DBUG_ENTER("collect_statistics_for_table");
table->collected_stats->cardinality_is_null= TRUE;
table->collected_stats->cardinality= 0;
for (field_ptr= table->field; *field_ptr; field_ptr++)
{
table_field= *field_ptr;
if (!bitmap_is_set(table->read_set, table_field->field_index))
continue;
table_field->collected_stats->init(thd, table_field);
}
restore_record(table, s->default_values);
/* Perform a full table scan to collect statistics on 'table's columns */
if (!(rc= file->ha_rnd_init(TRUE)))
{
DEBUG_SYNC(table->in_use, "statistics_collection_start");
while ((rc= file->ha_rnd_next(table->record[0])) != HA_ERR_END_OF_FILE)
{
if (thd->killed)
break;
if (rc)
break;
for (field_ptr= table->field; *field_ptr; field_ptr++)
{
table_field= *field_ptr;
if (!bitmap_is_set(table->read_set, table_field->field_index))
continue;
if ((rc= table_field->collected_stats->add(rows)))
break;
}
if (rc)
break;
rows++;
}
file->ha_rnd_end();
}
rc= (rc == HA_ERR_END_OF_FILE && !thd->killed) ? 0 : 1;
/*
Calculate values for all statistical characteristics on columns and
and for each field f of 'table' save them in the write_stat structure
from the Field object for f.
*/
if (!rc)
{
table->collected_stats->cardinality_is_null= FALSE;
table->collected_stats->cardinality= rows;
}
bitmap_clear_all(table->write_set);
for (field_ptr= table->field; *field_ptr; field_ptr++)
{
table_field= *field_ptr;
if (!bitmap_is_set(table->read_set, table_field->field_index))
continue;
bitmap_set_bit(table->write_set, table_field->field_index);
if (!rc)
table_field->collected_stats->finish(rows);
else
table_field->collected_stats->cleanup();
}
bitmap_clear_all(table->write_set);
if (!rc)
{
uint key;
key_map::Iterator it(table->keys_in_use_for_query);
MY_BITMAP *save_read_set= table->read_set;
table->read_set= &table->tmp_set;
bitmap_set_all(table->read_set);
/* Collect statistics for indexes */
while ((key= it++) != key_map::Iterator::BITMAP_END)
{
if ((rc= collect_statistics_for_index(thd, table, key)))
break;
}
table->read_set= save_read_set;
}
DBUG_RETURN(rc);
}
/**
@brief
Update statistics for a table in the persistent statistical tables
@param
thd The thread handle
@param
table The table to collect statistics on
@details
For each statistical table st the function looks for the rows from this
table that contain statistical data on 'table'. If rows with given
statistical characteristics exist they are updated with the new statistical
values taken from internal structures for 'table'. Otherwise new rows
with these statistical characteristics are added into st.
It is assumed that values stored in the statistical tables are found and
saved by the function collect_statistics_for_table.
@retval
0 If all statistical tables has been successfully updated
@retval
1 Otherwise
@note
The function is called when executing the ANALYZE actions for 'table'.
The function first unlocks the opened table the statistics on which has
been collected, but does not closes it, so all collected statistical data
remains in internal structures for 'table'. Then the function opens the
statistical tables and writes the statistical data for 'table'into them.
It is not allowed just to open statistical tables for writing when some
other tables are locked for reading.
After the statistical tables have been opened they are updated one by one
with the new statistics on 'table'. Objects of the helper classes
Table_stat, Column_stat and Index_stat are employed for this.
After having been updated the statistical system tables are closed.
*/
int update_statistics_for_table(THD *thd, TABLE *table)
{
TABLE_LIST tables[STATISTICS_TABLES];
Open_tables_backup open_tables_backup;
uint i;
int err;
enum_binlog_format save_binlog_format;
int rc= 0;
TABLE *stat_table;
DBUG_ENTER("update_statistics_for_table");
DEBUG_SYNC(thd, "statistics_update_start");
if (open_stat_tables(thd, tables, &open_tables_backup, TRUE))
DBUG_RETURN(rc);
save_binlog_format= thd->set_current_stmt_binlog_format_stmt();
/* Update the statistical table table_stats */
stat_table= tables[TABLE_STAT].table;
Table_stat table_stat(stat_table, table);
restore_record(stat_table, s->default_values);
table_stat.set_key_fields();
err= table_stat.update_stat();
if (err)
rc= 1;
/* Update the statistical table colum_stats */
stat_table= tables[COLUMN_STAT].table;
Column_stat column_stat(stat_table, table);
for (Field **field_ptr= table->field; *field_ptr; field_ptr++)
{
Field *table_field= *field_ptr;
if (!bitmap_is_set(table->read_set, table_field->field_index))
continue;
restore_record(stat_table, s->default_values);
column_stat.set_key_fields(table_field);
err= column_stat.update_stat();
if (err && !rc)
rc= 1;
}
/* Update the statistical table index_stats */
stat_table= tables[INDEX_STAT].table;
uint key;
key_map::Iterator it(table->keys_in_use_for_query);
Index_stat index_stat(stat_table, table);
while ((key= it++) != key_map::Iterator::BITMAP_END)
{
KEY *key_info= table->key_info+key;
uint key_parts= table->actual_n_key_parts(key_info);
for (i= 0; i < key_parts; i++)
{
restore_record(stat_table, s->default_values);
index_stat.set_key_fields(key_info, i+1);
err= index_stat.update_stat();
if (err && !rc)
rc= 1;
}
}
thd->restore_stmt_binlog_format(save_binlog_format);
close_system_tables(thd, &open_tables_backup);
DBUG_RETURN(rc);
}
/**
@brief
Read statistics for a table from the persistent statistical tables
@param
thd The thread handle
@param
table The table to read statistics on
@param
stat_tables The array of TABLE_LIST objects for statistical tables
@details
For each statistical table the function looks for the rows from this
table that contain statistical data on 'table'. If such rows is found
the data from statistical columns of it is read into the appropriate
fields of internal structures for 'table'. Later at the query processing
this data are supposed to be used by the optimizer.
The parameter stat_tables should point to an array of TABLE_LIST
objects for all statistical tables linked into a list. All statistical
tables are supposed to be opened.
The function is called by read_statistics_for_tables_if_needed().
@retval
0 If data has been successfully read for the table
@retval
1 Otherwise
@note
Objects of the helper classes Table_stat, Column_stat and Index_stat
are employed to read statistical data from the statistical tables.
now.
*/
static
int read_statistics_for_table(THD *thd, TABLE *table, TABLE_LIST *stat_tables)
{
uint i;
TABLE *stat_table;
Field *table_field;
Field **field_ptr;
KEY *key_info, *key_info_end;
TABLE_SHARE *table_share= table->s;
Table_statistics *read_stats= table_share->stats_cb.table_stats;
DBUG_ENTER("read_statistics_for_table");
/* Read statistics from the statistical table table_stats */
stat_table= stat_tables[TABLE_STAT].table;
Table_stat table_stat(stat_table, table);
table_stat.set_key_fields();
table_stat.get_stat_values();
/* Read statistics from the statistical table column_stats */
stat_table= stat_tables[COLUMN_STAT].table;
ulong total_hist_size= 0;
Column_stat column_stat(stat_table, table);
for (field_ptr= table_share->field; *field_ptr; field_ptr++)
{
table_field= *field_ptr;
column_stat.set_key_fields(table_field);
column_stat.get_stat_values();
total_hist_size+= table_field->read_stats->histogram.get_size();
}
read_stats->total_hist_size= total_hist_size;
/* Read statistics from the statistical table index_stats */
stat_table= stat_tables[INDEX_STAT].table;
Index_stat index_stat(stat_table, table);
for (key_info= table_share->key_info,
key_info_end= key_info + table_share->keys;
key_info < key_info_end; key_info++)
{
uint key_parts= key_info->ext_key_parts;
for (i= 0; i < key_parts; i++)
{
index_stat.set_key_fields(key_info, i+1);
index_stat.get_stat_values();
}
key_part_map ext_key_part_map= key_info->ext_key_part_map;
if (key_info->user_defined_key_parts != key_info->ext_key_parts &&
key_info->read_stats->get_avg_frequency(key_info->user_defined_key_parts) == 0)
{
KEY *pk_key_info= table_share->key_info + table_share->primary_key;
uint k= key_info->user_defined_key_parts;
uint pk_parts= pk_key_info->user_defined_key_parts;
ha_rows n_rows= read_stats->cardinality;
double k_dist= n_rows / key_info->read_stats->get_avg_frequency(k-1);
uint m= 0;
for (uint j= 0; j < pk_parts; j++)
{
if (!(ext_key_part_map & 1 << j))
{
for (uint l= k; l < k + m; l++)
{
double avg_frequency=
pk_key_info->read_stats->get_avg_frequency(j-1);
set_if_smaller(avg_frequency, 1);
double val= pk_key_info->read_stats->get_avg_frequency(j) /
avg_frequency;
key_info->read_stats->set_avg_frequency (l, val);
}
}
else
{
double avg_frequency= pk_key_info->read_stats->get_avg_frequency(j);
key_info->read_stats->set_avg_frequency(k + m, avg_frequency);
m++;
}
}
for (uint l= k; l < k + m; l++)
{
double avg_frequency= key_info->read_stats->get_avg_frequency(l);
if (avg_frequency == 0 || read_stats->cardinality_is_null)
avg_frequency= 1;
else if (avg_frequency > 1)
{
avg_frequency/= k_dist;
set_if_bigger(avg_frequency, 1);
}
key_info->read_stats->set_avg_frequency(l, avg_frequency);
}
}
}
table->stats_is_read= TRUE;
DBUG_RETURN(0);
}
/**
@breif
Cleanup of min/max statistical values for table share
*/
void delete_stat_values_for_table_share(TABLE_SHARE *table_share)
{
TABLE_STATISTICS_CB *stats_cb= &table_share->stats_cb;
Table_statistics *table_stats= stats_cb->table_stats;
if (!table_stats)
return;
Column_statistics *column_stats= table_stats->column_stats;
if (!column_stats)
return;
for (Field **field_ptr= table_share->field;
*field_ptr;
field_ptr++, column_stats++)
{
if (column_stats->min_value)
{
delete column_stats->min_value;
column_stats->min_value= NULL;
}
if (column_stats->max_value)
{
delete column_stats->max_value;
column_stats->max_value= NULL;
}
}
}
/**
@brief
Check whether any statistics is to be read for tables from a table list
@param
thd The thread handle
@param
tables The tables list for whose tables the check is to be done
@details
The function checks whether for any of the tables opened and locked for
a statement statistics from statistical tables is needed to be read.
@retval
TRUE statistics for any of the tables is needed to be read
@retval
FALSE Otherwise
*/
static
bool statistics_for_tables_is_needed(THD *thd, TABLE_LIST *tables)
{
if (!tables)
return FALSE;
if (!statistics_for_command_is_needed(thd))
return FALSE;
/*
Do not read statistics for any query that explicity involves
statistical tables, failure to to do so we may end up
in a deadlock.
*/
for (TABLE_LIST *tl= tables; tl; tl= tl->next_global)
{
if (!tl->is_view_or_derived() && !is_temporary_table(tl) && tl->table)
{
TABLE_SHARE *table_share= tl->table->s;
if (table_share &&
table_share->table_category != TABLE_CATEGORY_USER
&& is_stat_table(&tl->db, &tl->alias))
return FALSE;
}
}
for (TABLE_LIST *tl= tables; tl; tl= tl->next_global)
{
if (!tl->is_view_or_derived() && !is_temporary_table(tl) && tl->table)
{
TABLE_SHARE *table_share= tl->table->s;
if (table_share &&
table_share->stats_cb.stats_can_be_read &&
(!table_share->stats_cb.stats_is_read ||
(!table_share->stats_cb.histograms_are_read &&
thd->variables.optimizer_use_condition_selectivity > 3)))
return TRUE;
if (table_share->stats_cb.stats_is_read)
tl->table->stats_is_read= TRUE;
if (table_share->stats_cb.histograms_are_read)
tl->table->histograms_are_read= TRUE;
}
}
return FALSE;
}
/**
@brief
Read histogram for a table from the persistent statistical tables
@param
thd The thread handle
@param
table The table to read histograms for
@param
stat_tables The array of TABLE_LIST objects for statistical tables
@details
For the statistical table columns_stats the function looks for the rows
from this table that contain statistical data on 'table'. If such rows
are found the histograms from them are read into the memory allocated
for histograms of 'table'. Later at the query processing these histogram
are supposed to be used by the optimizer.
The parameter stat_tables should point to an array of TABLE_LIST
objects for all statistical tables linked into a list. All statistical
tables are supposed to be opened.
The function is called by read_statistics_for_tables_if_needed().
@retval
0 If data has been successfully read for the table
@retval
1 Otherwise
@note
Objects of the helper Column_stat are employed read histogram
from the statistical table column_stats now.
*/
static
int read_histograms_for_table(THD *thd, TABLE *table, TABLE_LIST *stat_tables)
{
TABLE_SHARE *table_share= table->s;
DBUG_ENTER("read_histograms_for_table");
if (!table_share->stats_cb.histograms_can_be_read)
{
(void) alloc_histograms_for_table_share(thd, table_share, FALSE);
}
if (table_share->stats_cb.histograms_can_be_read &&
!table_share->stats_cb.histograms_are_read)
{
Field **field_ptr;
uchar *histogram= table_share->stats_cb.table_stats->histograms;
TABLE *stat_table= stat_tables[COLUMN_STAT].table;
Column_stat column_stat(stat_table, table);
for (field_ptr= table_share->field; *field_ptr; field_ptr++)
{
Field *table_field= *field_ptr;
uint hist_size= table_field->read_stats->histogram.get_size();
if (hist_size)
{
column_stat.set_key_fields(table_field);
table_field->read_stats->histogram.set_values(histogram);
column_stat.get_histogram_value();
histogram+= hist_size;
}
}
}
DBUG_RETURN(0);
}
/**
@brief
Read statistics for tables from a table list if it is needed
@param
thd The thread handle
@param
tables The tables list for whose tables to read statistics
@details
The function first checks whether for any of the tables opened and locked
for a statement statistics from statistical tables is needed to be read.
Then, if so, it opens system statistical tables for read and reads
the statistical data from them for those tables from the list for which it
makes sense. Then the function closes system statistical tables.
@retval
0 Statistics for tables was successfully read
@retval
1 Otherwise
*/
int read_statistics_for_tables_if_needed(THD *thd, TABLE_LIST *tables)
{
TABLE_LIST stat_tables[STATISTICS_TABLES];
Open_tables_backup open_tables_backup;
DBUG_ENTER("read_statistics_for_tables_if_needed");
DEBUG_SYNC(thd, "statistics_read_start");
if (!statistics_for_tables_is_needed(thd, tables))
DBUG_RETURN(0);
if (open_stat_tables(thd, stat_tables, &open_tables_backup, FALSE))
{
thd->clear_error();
DBUG_RETURN(1);
}
for (TABLE_LIST *tl= tables; tl; tl= tl->next_global)
{
if (!tl->is_view_or_derived() && !is_temporary_table(tl) && tl->table)
{
TABLE_SHARE *table_share= tl->table->s;
if (table_share &&
table_share->stats_cb.stats_can_be_read &&
!table_share->stats_cb.stats_is_read)
{
(void) read_statistics_for_table(thd, tl->table, stat_tables);
table_share->stats_cb.stats_is_read= TRUE;
}
if (table_share->stats_cb.stats_is_read)
tl->table->stats_is_read= TRUE;
if (thd->variables.optimizer_use_condition_selectivity > 3 &&
table_share && !table_share->stats_cb.histograms_are_read)
{
(void) read_histograms_for_table(thd, tl->table, stat_tables);
table_share->stats_cb.histograms_are_read= TRUE;
}
if (table_share->stats_cb.stats_is_read)
tl->table->histograms_are_read= TRUE;
}
}
close_system_tables(thd, &open_tables_backup);
DBUG_RETURN(0);
}
/**
@brief
Delete statistics on a table from all statistical tables
@param
thd The thread handle
@param
db The name of the database the table belongs to
@param
tab The name of the table whose statistics is to be deleted
@details
The function delete statistics on the table called 'tab' of the database
'db' from all statistical tables: table_stats, column_stats, index_stats.
@retval
0 If all deletions are successful
@retval
1 Otherwise
@note
The function is called when executing the statement DROP TABLE 'tab'.
*/
int delete_statistics_for_table(THD *thd, const LEX_CSTRING *db, const LEX_CSTRING *tab)
{
int err;
enum_binlog_format save_binlog_format;
TABLE *stat_table;
TABLE_LIST tables[STATISTICS_TABLES];
Open_tables_backup open_tables_backup;
int rc= 0;
DBUG_ENTER("delete_statistics_for_table");
if (open_stat_tables(thd, tables, &open_tables_backup, TRUE))
DBUG_RETURN(rc);
save_binlog_format= thd->set_current_stmt_binlog_format_stmt();
/* Delete statistics on table from the statistical table index_stats */
stat_table= tables[INDEX_STAT].table;
Index_stat index_stat(stat_table, db, tab);
index_stat.set_full_table_name();
while (index_stat.find_next_stat_for_prefix(2))
{
err= index_stat.delete_stat();
if (err & !rc)
rc= 1;
}
/* Delete statistics on table from the statistical table column_stats */
stat_table= tables[COLUMN_STAT].table;
Column_stat column_stat(stat_table, db, tab);
column_stat.set_full_table_name();
while (column_stat.find_next_stat_for_prefix(2))
{
err= column_stat.delete_stat();
if (err & !rc)
rc= 1;
}
/* Delete statistics on table from the statistical table table_stats */
stat_table= tables[TABLE_STAT].table;
Table_stat table_stat(stat_table, db, tab);
table_stat.set_key_fields();
if (table_stat.find_stat())
{
err= table_stat.delete_stat();
if (err & !rc)
rc= 1;
}
err= del_global_table_stat(thd, db, tab);
if (err & !rc)
rc= 1;
thd->restore_stmt_binlog_format(save_binlog_format);
close_system_tables(thd, &open_tables_backup);
DBUG_RETURN(rc);
}
/**
@brief
Delete statistics on a column of the specified table
@param
thd The thread handle
@param
tab The table the column belongs to
@param
col The field of the column whose statistics is to be deleted
@details
The function delete statistics on the column 'col' belonging to the table
'tab' from the statistical table column_stats.
@retval
0 If the deletion is successful
@retval
1 Otherwise
@note
The function is called when dropping a table column or when changing
the definition of this column.
*/
int delete_statistics_for_column(THD *thd, TABLE *tab, Field *col)
{
int err;
enum_binlog_format save_binlog_format;
TABLE *stat_table;
TABLE_LIST tables;
Open_tables_backup open_tables_backup;
int rc= 0;
DBUG_ENTER("delete_statistics_for_column");
if (open_single_stat_table(thd, &tables, &stat_table_name[1],
&open_tables_backup, TRUE))
{
thd->clear_error();
DBUG_RETURN(rc);
}
save_binlog_format= thd->set_current_stmt_binlog_format_stmt();
stat_table= tables.table;
Column_stat column_stat(stat_table, tab);
column_stat.set_key_fields(col);
if (column_stat.find_stat())
{
err= column_stat.delete_stat();
if (err)
rc= 1;
}
thd->restore_stmt_binlog_format(save_binlog_format);
close_system_tables(thd, &open_tables_backup);
DBUG_RETURN(rc);
}
/**
@brief
Delete statistics on an index of the specified table
@param
thd The thread handle
@param
tab The table the index belongs to
@param
key_info The descriptor of the index whose statistics is to be deleted
@param
ext_prefixes_only Delete statistics only on the index prefixes extended by
the components of the primary key
@details
The function delete statistics on the index specified by 'key_info'
defined on the table 'tab' from the statistical table index_stats.
@retval
0 If the deletion is successful
@retval
1 Otherwise
@note
The function is called when dropping an index, or dropping/changing the
definition of a column used in the definition of the index.
*/
int delete_statistics_for_index(THD *thd, TABLE *tab, KEY *key_info,
bool ext_prefixes_only)
{
int err;
enum_binlog_format save_binlog_format;
TABLE *stat_table;
TABLE_LIST tables;
Open_tables_backup open_tables_backup;
int rc= 0;
DBUG_ENTER("delete_statistics_for_index");
if (open_single_stat_table(thd, &tables, &stat_table_name[2],
&open_tables_backup, TRUE))
{
thd->clear_error();
DBUG_RETURN(rc);
}
save_binlog_format= thd->set_current_stmt_binlog_format_stmt();
stat_table= tables.table;
Index_stat index_stat(stat_table, tab);
if (!ext_prefixes_only)
{
index_stat.set_index_prefix_key_fields(key_info);
while (index_stat.find_next_stat_for_prefix(3))
{
err= index_stat.delete_stat();
if (err && !rc)
rc= 1;
}
}
else
{
for (uint i= key_info->user_defined_key_parts; i < key_info->ext_key_parts; i++)
{
index_stat.set_key_fields(key_info, i+1);
if (index_stat.find_next_stat_for_prefix(4))
{
err= index_stat.delete_stat();
if (err && !rc)
rc= 1;
}
}
}
err= del_global_index_stat(thd, tab, key_info);
if (err && !rc)
rc= 1;
thd->restore_stmt_binlog_format(save_binlog_format);
close_system_tables(thd, &open_tables_backup);
DBUG_RETURN(rc);
}
/**
@brief
Rename a table in all statistical tables
@param
thd The thread handle
@param
db The name of the database the table belongs to
@param
tab The name of the table to be renamed in statistical tables
@param
new_tab The new name of the table
@details
The function replaces the name of the table 'tab' from the database 'db'
for 'new_tab' in all all statistical tables: table_stats, column_stats,
index_stats.
@retval
0 If all updates of the table name are successful
@retval
1 Otherwise
@note
The function is called when executing any statement that renames a table
*/
int rename_table_in_stat_tables(THD *thd, const LEX_CSTRING *db, const LEX_CSTRING *tab,
const LEX_CSTRING *new_db, const LEX_CSTRING *new_tab)
{
int err;
enum_binlog_format save_binlog_format;
TABLE *stat_table;
TABLE_LIST tables[STATISTICS_TABLES];
Open_tables_backup open_tables_backup;
int rc= 0;
DBUG_ENTER("rename_table_in_stat_tables");
if (open_stat_tables(thd, tables, &open_tables_backup, TRUE))
DBUG_RETURN(0); // not an error
save_binlog_format= thd->set_current_stmt_binlog_format_stmt();
/* Rename table in the statistical table index_stats */
stat_table= tables[INDEX_STAT].table;
Index_stat index_stat(stat_table, db, tab);
index_stat.set_full_table_name();
Stat_table_write_iter index_iter(&index_stat);
if (index_iter.init(2))
rc= 1;
while (!index_iter.get_next_row())
{
err= index_stat.update_table_name_key_parts(new_db, new_tab);
if (err & !rc)
rc= 1;
index_stat.set_full_table_name();
}
index_iter.cleanup();
/* Rename table in the statistical table column_stats */
stat_table= tables[COLUMN_STAT].table;
Column_stat column_stat(stat_table, db, tab);
column_stat.set_full_table_name();
Stat_table_write_iter column_iter(&column_stat);
if (column_iter.init(2))
rc= 1;
while (!column_iter.get_next_row())
{
err= column_stat.update_table_name_key_parts(new_db, new_tab);
if (err & !rc)
rc= 1;
column_stat.set_full_table_name();
}
column_iter.cleanup();
/* Rename table in the statistical table table_stats */
stat_table= tables[TABLE_STAT].table;
Table_stat table_stat(stat_table, db, tab);
table_stat.set_key_fields();
if (table_stat.find_stat())
{
err= table_stat.update_table_name_key_parts(new_db, new_tab);
if (err & !rc)
rc= 1;
}
thd->restore_stmt_binlog_format(save_binlog_format);
close_system_tables(thd, &open_tables_backup);
DBUG_RETURN(rc);
}
/**
@brief
Rename a column in the statistical table column_stats
@param
thd The thread handle
@param
tab The table the column belongs to
@param
col The column to be renamed
@param
new_name The new column name
@details
The function replaces the name of the column 'col' belonging to the table
'tab' for 'new_name' in the statistical table column_stats.
@retval
0 If all updates of the table name are successful
@retval
1 Otherwise
@note
The function is called when executing any statement that renames a column,
but does not change the column definition.
*/
int rename_column_in_stat_tables(THD *thd, TABLE *tab, Field *col,
const char *new_name)
{
int err;
enum_binlog_format save_binlog_format;
TABLE *stat_table;
TABLE_LIST tables;
Open_tables_backup open_tables_backup;
int rc= 0;
DBUG_ENTER("rename_column_in_stat_tables");
if (tab->s->tmp_table != NO_TMP_TABLE)
DBUG_RETURN(0);
if (open_single_stat_table(thd, &tables, &stat_table_name[1],
&open_tables_backup, TRUE))
{
thd->clear_error();
DBUG_RETURN(rc);
}
save_binlog_format= thd->set_current_stmt_binlog_format_stmt();
/* Rename column in the statistical table table_stat */
stat_table= tables.table;
Column_stat column_stat(stat_table, tab);
column_stat.set_key_fields(col);
if (column_stat.find_stat())
{
err= column_stat.update_column_key_part(new_name);
if (err & !rc)
rc= 1;
}
thd->restore_stmt_binlog_format(save_binlog_format);
close_system_tables(thd, &open_tables_backup);
DBUG_RETURN(rc);
}
/**
@brief
Set statistics for a table that will be used by the optimizer
@param
thd The thread handle
@param
table The table to set statistics for
@details
Depending on the value of thd->variables.use_stat_tables
the function performs the settings for the table that will control
from where the statistical data used by the optimizer will be taken.
*/
void set_statistics_for_table(THD *thd, TABLE *table)
{
TABLE_STATISTICS_CB *stats_cb= &table->s->stats_cb;
Table_statistics *read_stats= stats_cb->table_stats;
Use_stat_tables_mode use_stat_table_mode= get_use_stat_tables_mode(thd);
table->used_stat_records=
(use_stat_table_mode <= COMPLEMENTARY ||
!table->stats_is_read || read_stats->cardinality_is_null) ?
table->file->stats.records : read_stats->cardinality;
KEY *key_info, *key_info_end;
for (key_info= table->key_info, key_info_end= key_info+table->s->keys;
key_info < key_info_end; key_info++)
{
key_info->is_statistics_from_stat_tables=
(use_stat_table_mode > COMPLEMENTARY &&
table->stats_is_read &&
key_info->read_stats->avg_frequency_is_inited() &&
key_info->read_stats->get_avg_frequency(0) > 0.5);
}
}
/**
@brief
Get the average frequency for a column
@param
field The column whose average frequency is required
@retval
The required average frequency
*/
double get_column_avg_frequency(Field * field)
{
double res;
TABLE *table= field->table;
/*
Statistics is shared by table instances and is accessed through
the table share. If table->s->field is not set for 'table', then
no column statistics is available for the table .
*/
if (!table->s->field)
{
res= (double)table->stat_records();
return res;
}
Column_statistics *col_stats= field->read_stats;
if (!col_stats)
res= (double)table->stat_records();
else
res= col_stats->get_avg_frequency();
return res;
}
/**
@brief
Estimate the number of rows in a column range using data from stat tables
@param
field The column whose range cardinality is to be estimated
@param
min_endp The left end of the range whose cardinality is required
@param
max_endp The right end of the range whose cardinality is required
@param
range_flag The range flags
@details
The function gets an estimate of the number of rows in a column range
using the statistical data from the table column_stats.
@retval
- The required estimate of the rows in the column range
- If there is some kind of error, this function should return DBL_MAX (and
not HA_POS_ERROR as that is an integer constant).
*/
double get_column_range_cardinality(Field *field,
key_range *min_endp,
key_range *max_endp,
uint range_flag)
{
double res;
TABLE *table= field->table;
Column_statistics *col_stats= field->read_stats;
double tab_records= (double)table->stat_records();
if (!col_stats)
return tab_records;
/*
Use statistics for a table only when we have actually read
the statistics from the stat tables. For example due to
chances of getting a deadlock we disable reading statistics for
a table.
*/
if (!table->stats_is_read)
return tab_records;
double col_nulls= tab_records * col_stats->get_nulls_ratio();
double col_non_nulls= tab_records - col_nulls;
bool nulls_incl= field->null_ptr && min_endp && min_endp->key[0] &&
!(range_flag & NEAR_MIN);
if (col_non_nulls < 1)
{
if (nulls_incl)
res= col_nulls;
else
res= 0;
}
else if (min_endp && max_endp && min_endp->length == max_endp->length &&
!memcmp(min_endp->key, max_endp->key, min_endp->length))
{
if (nulls_incl)
{
/* This is null single point range */
res= col_nulls;
}
else
{
double avg_frequency= col_stats->get_avg_frequency();
res= avg_frequency;
if (avg_frequency > 1.0 + 0.000001 &&
col_stats->min_max_values_are_provided())
{
Histogram *hist= &col_stats->histogram;
if (hist->is_available())
{
store_key_image_to_rec(field, (uchar *) min_endp->key,
field->key_length());
double pos= field->pos_in_interval(col_stats->min_value,
col_stats->max_value);
res= col_non_nulls *
hist->point_selectivity(pos,
avg_frequency / col_non_nulls);
}
}
else if (avg_frequency == 0.0)
{
/* This actually means there is no statistics data */
res= tab_records;
}
}
}
else
{
if (col_stats->min_max_values_are_provided())
{
double sel, min_mp_pos, max_mp_pos;
if (min_endp && !(field->null_ptr && min_endp->key[0]))
{
store_key_image_to_rec(field, (uchar *) min_endp->key,
field->key_length());
min_mp_pos= field->pos_in_interval(col_stats->min_value,
col_stats->max_value);
}
else
min_mp_pos= 0.0;
if (max_endp)
{
store_key_image_to_rec(field, (uchar *) max_endp->key,
field->key_length());
max_mp_pos= field->pos_in_interval(col_stats->min_value,
col_stats->max_value);
}
else
max_mp_pos= 1.0;
Histogram *hist= &col_stats->histogram;
if (!hist->is_available())
sel= (max_mp_pos - min_mp_pos);
else
sel= hist->range_selectivity(min_mp_pos, max_mp_pos);
res= col_non_nulls * sel;
set_if_bigger(res, col_stats->get_avg_frequency());
}
else
res= col_non_nulls;
if (nulls_incl)
res+= col_nulls;
}
return res;
}
/*
Estimate selectivity of "col=const" using a histogram
@param pos Position of the "const" between column's min_value and
max_value. This is a number in [0..1] range.
@param avg_sel Average selectivity of condition "col=const" in this table.
It is calcuated as (#non_null_values / #distinct_values).
@return
Expected condition selectivity (a number between 0 and 1)
@notes
[re_zero_length_buckets] If a bucket with zero value-length is in the
middle of the histogram, we will not have min==max. Example: suppose,
pos_value=0x12, and the histogram is:
#n #n+1 #n+2
... 0x10 0x12 0x12 0x14 ...
|
+------------- bucket with zero value-length
Here, we will get min=#n+1, max=#n+2, and use the multi-bucket formula.
The problem happens at the histogram ends. if pos_value=0, and the
histogram is:
0x00 0x10 ...
then min=0, max=0. This means pos_value is contained within bucket #0,
but on the other hand, histogram data says that the bucket has only one
value.
*/
double Histogram::point_selectivity(double pos, double avg_sel)
{
double sel;
/* Find the bucket that contains the value 'pos'. */
uint min= find_bucket(pos, TRUE);
uint pos_value= (uint) (pos * prec_factor());
/* Find how many buckets this value occupies */
uint max= min;
while (max + 1 < get_width() && get_value(max + 1) == pos_value)
max++;
/*
A special case: we're looking at a single bucket, and that bucket has
zero value-length. Use the multi-bucket formula (attempt to use
single-bucket formula will cause divison by zero).
For more details see [re_zero_length_buckets] above.
*/
if (max == min && get_value(max) == ((max==0)? 0 : get_value(max-1)))
max++;
if (max > min)
{
/*
The value occupies multiple buckets. Use start_bucket ... end_bucket as
selectivity.
*/
double bucket_sel= 1.0/(get_width() + 1);
sel= bucket_sel * (max - min + 1);
}
else
{
/*
The value 'pos' fits within one single histogram bucket.
Histogram buckets have the same numbers of rows, but they cover
different ranges of values.
We assume that values are uniformly distributed across the [0..1] value
range.
*/
/*
If all buckets covered value ranges of the same size, the width of
value range would be:
*/
double avg_bucket_width= 1.0 / (get_width() + 1);
/*
Let's see what is the width of value range that our bucket is covering.
(min==max currently. they are kept in the formula just in case we
will want to extend it to handle multi-bucket case)
*/
double inv_prec_factor= (double) 1.0 / prec_factor();
double current_bucket_width=
(max + 1 == get_width() ? 1.0 : (get_value(max) * inv_prec_factor)) -
(min == 0 ? 0.0 : (get_value(min-1) * inv_prec_factor));
DBUG_ASSERT(current_bucket_width); /* We shouldn't get a one zero-width bucket */
/*
So:
- each bucket has the same #rows
- values are unformly distributed across the [min_value,max_value] domain.
If a bucket has value range that's N times bigger then average, than
each value will have to have N times fewer rows than average.
*/
sel= avg_sel * avg_bucket_width / current_bucket_width;
/*
(Q: if we just follow this proportion we may end up in a situation
where number of different values we expect to find in this bucket
exceeds the number of rows that this histogram has in a bucket. Are
we ok with this or we would want to have certain caps?)
*/
}
return sel;
}
/*
Check whether the table is one of the persistent statistical tables.
*/
bool is_stat_table(const LEX_CSTRING *db, LEX_CSTRING *table)
{
DBUG_ASSERT(db->str && table->str);
if (!my_strcasecmp(table_alias_charset, db->str, MYSQL_SCHEMA_NAME.str))
{
for (uint i= 0; i < STATISTICS_TABLES; i ++)
{
if (!my_strcasecmp(table_alias_charset, table->str, stat_table_name[i].str))
return true;
}
}
return false;
}
|