Re: Adding skip scan (including MDAM style range skip scan) to nbtree
Masahiro Ikeda <ikedamsh@oss.nttdata.com>
Commits
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the thread's linked commits as JSON, with link sources.
API reference →
-
nbtree: Always set skipScan flag on rescan.
- 454c046094ab 19 (unreleased) landed
- bee763aea13f 18.0 landed
-
meson: Build numeric.c with -ftree-vectorize.
- 9016fa7e3bcd 19 (unreleased) cited
-
Fix "variable not found in subplan target lists" in semijoin de-duplication.
- b8a1bdc458e3 19 (unreleased) cited
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Revert "nbtree: Remove useless row compare arg."
- dd2ce3792754 18.0 landed
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nbtree: Remove useless row compare arg.
- 54c6ea8c81db 18.0 cited
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Prevent premature nbtree array advancement.
- 5f4d98d4f371 18.0 landed
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nbtree: tighten up array recheck rules.
- 7e25c9363a82 18.0 landed
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Avoid treating nonrequired nbtree keys as required.
- 0f08df406822 18.0 landed
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Adjust overstrong nbtree skip array assertion.
- 9d924dbb3710 18.0 landed
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Make NULL tuple values always advance skip arrays.
- b75fedcab791 18.0 cited
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Avoid extra index searches through preprocessing.
- b3f1a13f22f9 18.0 landed
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Improve nbtree skip scan primitive scan scheduling.
- 21a152b37f36 18.0 landed
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Further optimize nbtree search scan key comparisons.
- 8a510275dd6b 18.0 landed
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Add nbtree skip scan optimization.
- 92fe23d93aa3 18.0 landed
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Improve nbtree array primitive scan scheduling.
- 9a2e2a285a14 18.0 landed
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nbtree: Make BTMaxItemSize into object-like macro.
- 426ea611171d 18.0 landed
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Show index search count in EXPLAIN ANALYZE, take 2.
- 0fbceae841cb 18.0 landed
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Make parallel nbtree index scans use an LWLock.
- 67fc4c9fd7fa 18.0 landed
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Show index search count in EXPLAIN ANALYZE.
- 5ead85fbc811 18.0 landed
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Avoid nbtree parallel scan currPos confusion.
- b5ee4e52026b 18.0 cited
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nbtree: Remove useless 'strat' local variable.
- b6558e4f837e 18.0 landed
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Normalize nbtree truncated high key array behavior.
- 79fa7b3b1a44 18.0 landed
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Refactor handling of nbtree array redundancies.
- b524974106ac 18.0 landed
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Fix nbtree pgstats accounting with parallel scans.
- c00c54a9ac1e 18.0 landed
- fb4f5e58af97 17.0 landed
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Avoid parallel nbtree index scan hangs with SAOPs.
- d8adfc18bebf 18.0 landed
- a24bffc021d9 17.0 landed
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Show Parallel Bitmap Heap Scan worker stats in EXPLAIN ANALYZE
- 5a1e6df3b84c 18.0 cited
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Enhance nbtree ScalarArrayOp execution.
- 5bf748b86bc6 17.0 cited
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Skip checking of scan keys required for directional scan in B-tree
- e0b1ee17dc3a 17.0 cited
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Instead of using a numberOfRequiredKeys count to distinguish required
- 7ccaf13a06b8 8.2.0 cited
Attachments
- test.sql (text/plain)
Hi,
Apologies for the delayed response. I've confirmed that the costing is
significantly
improved for multicolumn indexes in the case I provided. Thanks!
https://www.postgresql.org/message-id/TYWPR01MB10982A413E0EC4088E78C0E11B1A62%40TYWPR01MB10982.jpnprd01.prod.outlook.com
I have some comments and questions regarding the v14 patch.
(1)
> v14-0001-Show-index-search-count-in-EXPLAIN-ANALYZE.patch
As a user, I agree with adding a counter for skip scans
(though it might be better to reply to the different thread).
I believe this will help users determine whether the skip scan
optimization is
effective. If the ratio of (actual rows)/(index searches) becomes small,
it
suggests that many traversals are occurring, indicating that the skip
scan
optimization is not working efficiently. In such cases, users might
benefit
from replacing the multi-column index with an optimized leading column
index.
IIUC, why not add it to the documentation? It would clearly help users
understand how to tune their queries using the counter, and it would
also show that the counter is not just for developers.
(2)
> v14-0001-Show-index-search-count-in-EXPLAIN-ANALYZE.patch
From the perspective of consistency, wouldn't it be better to align the
naming
between the EXPLAIN output and pg_stat_all_indexes.idx_scan, even though
the
documentation states they refer to the same concept?
I personally prefer something like "search" instead of "scan", as "scan"
is
commonly associated with node names like Index Scan and similar terms.
To maintain
consistency, how about renaming pg_stat_all_indexes.idx_scan to
pg_stat_all_indexes.idx_search?
(3)
> v14-0001-Show-index-search-count-in-EXPLAIN-ANALYZE.patch
The counter should be added in blgetbitmap().
(4)
> v14-0001-Show-index-search-count-in-EXPLAIN-ANALYZE.patch
> doc/src/sgml/bloom.sgml
The below forgot "Index Searches: 1".
-> Bitmap Index Scan on btreeidx2 (cost=0.00..12.04
rows=500 width=0) (never executed)
Index Cond: (i2 = 898732)
Planning Time: 0.491 ms
Execution Time: 0.055 ms
(10 rows)
Although we may not need to fix it, due to the support for skip scan,
the B-tree
index is now selected over the Bloom index in my environment.
(5)
> v14-0002-Add-skip-scan-to-nbtree.patch
Although I tested with various data types such as int, uuid, oid, and
others on my
local PC, I could only identify the regression case that you already
mentioned.
The case is that Index(Only)Scan is selected instead of SeqScan.
Although the performance
of the full index scan is almost the same as that of SeqScan, the skip
scan degrades by
a factor of 4, despite the number of accessed pages being almost the
same. The flamegraph
indicates that the ratio of _bt_advance_array_keys() and
_bt_tuple_before_array_skeys()
becomes high.
Although it's not an optimal solution and would only reduce the degree
of performance
degradation, how about introducing a threshold per page to switch from
skip scan to full
index scan? For example, switch to full index scan after
_bt_tuple_before_array_skeys() in
_bt_checkkeys() fails 30 times per page. While 30 is just an example, I
referenced the
following case, which seems close to the worst-case scenario. In that
case,
_bt_advance_array_keys() and _bt_tuple_before_array_skeys() are called
almost 333 times per
page (1,000,000 records / 2,636 pages), and 30 is about 1/10 of that
number.
# Example case (see test.sql)
# master: 51.612ms
QUERY PLAN
----------------------------------------------------------------------------------------------------------------------
Gather (cost=1000.00..10633.43 rows=1 width=8) (actual
time=0.160..51.612 rows=1 loops=1)
Output: id1, id2
Workers Planned: 2
Workers Launched: 2
Buffers: shared hit=4425
-> Parallel Seq Scan on public.t (cost=0.00..9633.33 rows=1
width=8) (actual time=31.728..48.378 rows=0 loops=3)
Output: id1, id2
Filter: (t.id2 = 100)
Rows Removed by Filter: 333333
Buffers: shared hit=4425
Worker 0: actual time=47.583..47.583 rows=0 loops=1
Buffers: shared hit=1415
Worker 1: actual time=47.568..47.569 rows=0 loops=1
Buffers: shared hit=1436
Settings: effective_cache_size = '7932MB', work_mem = '15MB'
Planning Time: 0.078 ms
Execution Time: 51.630 ms
(17 rows)
# master with v14patch: 199.328ms. 4x slower
SET skipscan_prefix_cols=32;
QUERY PLAN
--------------------------------------------------------------------------------------------------------------------------
Index Only Scan using t_idx on public.t (cost=0.42..3535.75 rows=1
width=8) (actual time=0.090..199.328 rows=1 loops=1)
Output: id1, id2
Index Cond: (t.id2 = 100)
Index Searches: 1
Heap Fetches: 0
Buffers: shared hit=2736
Settings: effective_cache_size = '7932MB', work_mem = '15MB'
Planning Time: 0.069 ms
Execution Time: 199.348 ms
(9 rows)
# master with v14patch: 54.665ms.
SET skipscan_prefix_cols=0; // disable skip scan
QUERY PLAN
-------------------------------------------------------------------------------------------------------------------------
Index Only Scan using t_idx on public.t (cost=0.42..3535.75 rows=1
width=8) (actual time=0.031..54.665 rows=1 loops=1)
Output: id1, id2
Index Cond: (t.id2 = 100)
Index Searches: 1
Heap Fetches: 0
Buffers: shared hit=2736
Settings: effective_cache_size = '7932MB', work_mem = '15MB'
Planning Time: 0.067 ms
Execution Time: 54.685 ms
(9 rows)
(6)
> v14-0002-Add-skip-scan-to-nbtree.patch
> src/backend/access/nbtree/nbtutils.c
+static int
+_bt_preprocess_num_array_keys(IndexScanDesc scan, BTSkipPreproc
*skipatts,
+ int *numSkipArrayKeys)
(snip)
+ int prev_numSkipArrayKeys = *numSkipArrayKeys;
+
+ /*
+ * Backfill skip arrays for any wholly omitted attributes prior to
+ * attno_inkey
+ */
+ while (attno_skip < attno_inkey)
Is it better to move prev_numSkipArrayKeys =*numSkipArrayKeys after the
while loop?
For example, the index below should return *numSkipArrayKeys = 0 instead
of 1
if the id3 type does not support eq_op.
* index: CREATE INDEX test_idx on TEST (id1 int, id2 int, id3 no_eq_op,
id4 int);
* query: SELECT * FROM test WHERE id4 = 10;
Regards,
--
Masahiro Ikeda
NTT DATA CORPORATION