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plan: improve row count estimation using column order correlation #9839

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merged 2 commits into from
Apr 24, 2019

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eurekaka
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What problem does this PR solve?

Fix #9067

What is changed and how it works?

When estimating row count for TableScan with Limit pushed down:

  • check if we can use another column's histogram to estimate the row count of table scan, if the column's order has high correlation with handle column;
  • if we cannot use histogram, provide a heuristic approach in which users can control the preference for other index scans compared with the table scan using newly introduced parameters tidb_opt_correlation_threshold and tidb_opt_correlation_exp_factor;

Check List

Tests

  • Unit test

Code changes

  • Has exported variable/fields change

Side effects

  • Increased code complexity

Related changes

  • Need to cherry-pick to the release branch: to be determined
  • Need to update the documentation: add documentation items for those two added system variables
  • Need to be included in the release note

@eurekaka eurekaka added type/enhancement The issue or PR belongs to an enhancement. sig/planner SIG: Planner labels Mar 21, 2019
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/run-all-tests

planner/core/find_best_task.go Outdated Show resolved Hide resolved
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@winoros winoros left a comment

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Could you please add some comment to help us understanding the code. 😂

@qw4990 qw4990 self-requested a review March 21, 2019 08:34
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codecov bot commented Mar 27, 2019

Codecov Report

❗ No coverage uploaded for pull request base (master@fa2d6f0). Click here to learn what that means.
The diff coverage is 72.5352%.

@@             Coverage Diff             @@
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@eurekaka eurekaka requested a review from winoros March 27, 2019 09:46
@eurekaka eurekaka requested review from qw4990, winoros, alivxxx and zz-jason and removed request for qw4990 April 9, 2019 03:02
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@eurekaka eurekaka force-pushed the corr_estimation branch 2 times, most recently from 5acf74f to e51ac82 Compare April 23, 2019 04:39
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/run-all-tests

@@ -44,18 +44,3 @@ IndexLookUp_11 0.00 root
├─IndexScan_8 1.00 cop table:outdated_statistics, index:a, b, range:[1 1,1 1], keep order:false
└─Selection_10 0.00 cop eq(test.outdated_statistics.c, 1)
└─TableScan_9 1.00 cop table:outdated_statistics, keep order:false
CREATE TABLE `unknown_correlation` (
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It's better to keep this test, or move it to another file. In order to discover plan regression.

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This test is moved to TestLimitCrossEstimation.

for _, col := range cols {
hist, ok := histColl.Columns[col.ID]
if !ok {
return nil, 0
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Why breaking here? Should we continue to compare other columns?

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If we don't know correlation of a column, we assume they are independent, so the whole condition should be treated as independent?

@eurekaka eurekaka requested a review from zz-jason April 24, 2019 06:52
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LGTM

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@qw4990 qw4990 left a comment

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LGTM

@zz-jason zz-jason merged commit f9c82b5 into pingcap:master Apr 24, 2019
@eurekaka eurekaka deleted the corr_estimation branch September 24, 2019 03:27
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YCSB workloade is too slow for scan operation
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