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Interaction Test on Online Workloads and ADD INDEX Operations
Test purpose
This document tests the interaction effects between online workloads and ADD INDEX operations in the OLTP scenario.
Test version, time, and place
TiDB version: v3.0.1
Time: July, 2019
Place: Beijing
Test environment
This test runs in a Kubernetes cluster deployed with 3 TiDB instances, 3 TiKV instances and 3 PD instances.
Version information
Component
GitHash
TiDB
9e4e8da3c58c65123db5f26409759fe1847529f8
TiKV
4151dc8878985df191b47851d67ca21365396133
PD
811ce0b9a1335d1b2a049fd97ef9e186f1c9efc1
Sysbench version:1.0.17
TiDB parameter configuration
TiDB, TiKV and PD all use the default TiDB Operator configuration.
Cluster topology
Machine IP
Deployment instance
172.31.8.8
Sysbench
172.31.7.69, 172.31.5.152, 172.31.11.133
PD
172.31.4.172, 172.31.1.155, 172.31.9.210
TiKV
172.31.7.80, 172.31.5.163, 172.31.11.123
TiDB
Online workloads simulation using Sysbench
Use Sysbench to import a table with 2,000,000 rows of data into the Kubernetes cluster.
Test plan 1: Frequently perform write operations to the target column of the ADD INDEX statement
Start the oltp_read_write test.
Perform at the same time with step 1: use alter table sbtest1 add index c_idx(c) to add an index.
Perform at the end of step 2: when the index is added successfully, stop the oltp_read_write test.
Get the duration of alter table ... add index and the average TPS and QPS of Sysbench in this period.
Gradually increase the value of two parameters tidb_ddl_reorg_worker_cnt and tidb_ddl_reorg_batch_size, and then repeat step 1-4.
Test results
Test result of oltp_read_write without ADD INDEX operations
sysbench TPS
sysbench QPS
350.31
6806
tidb_ddl_reorg_batch_size = 32
tidb_ddl_reorg_worker_cnt
add_index_durations(s)
sysbench TPS
sysbench QPS
1
402
338.4
6776
2
266
330.3
6001
4
174
288.5
5769
8
129
280.6
5612
16
90
263.5
5273
32
54
229.2
4583
48
57
230.1
4601
tidb_ddl_reorg_batch_size = 64
tidb_ddl_reorg_worker_cnt
add_index_durations(s)
sysbench TPS
sysbench QPS
1
264
269.4
5388
2
163
266.2
5324
4
105
272.5
5430
8
78
262.5
5228
16
57
215.5
4308
32
42
185.2
3715
48
45
189.2
3794
tidb_ddl_reorg_batch_size = 128
tidb_ddl_reorg_worker_cnt
add_index_durations(s)
sysbench TPS
sysbench QPS
1
171
289.1
5779
2
110
274.2
5485
4
79
250.6
5011
8
51
246.1
4922
16
39
171.1
3431
32
35
130.8
2629
48
35
120.5
2425
tidb_ddl_reorg_batch_size = 256
tidb_ddl_reorg_worker_cnt
add_index_durations(s)
sysbench TPS
sysbench QPS
1
145
283.0
5659
2
96
282.2
5593
4
56
236.5
4735
8
45
194.2
3882
16
39
149.3
2893
32
36
113.5
2268
48
33
86.2
1715
tidb_ddl_reorg_batch_size = 512
tidb_ddl_reorg_worker_cnt
add_index_durations(s)
sysbench TPS
sysbench QPS
1
135
257.8
5147
2
78
252.8
5053
4
49
222.7
4478
8
36
145.4
2904
16
33
109
2190
32
33
72.5
1503
48
33
54.2
1318
tidb_ddl_reorg_batch_size = 1024
tidb_ddl_reorg_worker_cnt
add_index_durations(s)
sysbench TPS
sysbench QPS
1
111
244.3
4885
2
78
228.4
4573
4
54
168.8
3320
8
39
123.8
2475
16
36
59.6
1213
32
42
93.2
1835
48
51
115.7
2261
tidb_ddl_reorg_batch_size = 2048
tidb_ddl_reorg_worker_cnt
add_index_durations(s)
sysbench TPS
sysbench QPS
1
918
243.3
4855
2
1160
209.9
4194
4
342
185.4
3707
8
1316
151.0
3027
16
795
30.5
679
32
1130
26.69
547
48
893
27.5
552
tidb_ddl_reorg_batch_size = 4096
tidb_ddl_reorg_worker_cnt
add_index_durations(s)
sysbench TPS
sysbench QPS
1
3042
200.0
4001
2
3022
203.8
4076
4
858
195.5
3971
8
3015
177.1
3522
16
837
143.8
2875
32
942
114
2267
48
187
54.2
1416
Test conclusion
When you perform frequent write operations (this test involves UPDATE, INSERT and DELETE operations) to the target column of the ADD INDEX statement, the default ADD INDEX configuration has a significant impact on the online workload of the system. It is mainly because of the write conflicts caused by the concurrent ADD INDEX operation and column update. The performance of the system is as follows:
As the value of tidb_ddl_reorg_worker_cnt and tidb_ddl_reorg_batch_size parameters increase, the value of TiKV_prewrite_latch_wait_duration increases significantly, slowing down the write speed.
When the value of tidb_ddl_reorg_worker_cnt and tidb_ddl_reorg_batch_size are very large, you can execute the admin show ddl command to see multiple retry attempts of the DDL job, such as Write conflict, txnStartTS 410327455965380624 is stale [try again later], ErrCount:38, SnapshotVersion: 410327228136030220. In this situation, the ADD INDEX operation takes a very long time to complete.
Test plan 2: Do not perform write operations to the target column of the ADD INDEX statement (query-only)
Start the oltp_read_only test.
Perform at the same time with step 1: use alter table sbtest1 add index c_idx(c) to add an index.
Perform at the end of step 2: when the index is added successfully, stop the oltp_read_only test.
Get the duration of alter table ... add index and the average TPS and QPS of Sysbench in this period.
Gradually increase the value of two parameters tidb_ddl_reorg_worker_cnt and tidb_ddl_reorg_batch_size, and then repeat step 1-4.
Test results
Test result of oltp_read_only without ADD INDEX operations
sysbench TPS
sysbench QPS
550.9
8812.8
tidb_ddl_reorg_batch_size = 32
tidb_ddl_reorg_worker_cnt
add_index_durations(s)
sysbench TPS
sysbench QPS
1
376
548.9
8780
2
212
541.5
8523
4
135
538.6
8549
8
114
536.7
8393
16
77
533.9
8292
32
46
533.4
8103
48
46
532.2
8074
tidb_ddl_reorg_batch_size = 1024
tidb_ddl_reorg_worker_cnt
add_index_durations(s)
sysbench TPS
sysbench QPS
1
91
536.8
8316
2
52
533.9
8165
4
40
522.4
7947
8
36
510
7860
16
33
485.5
7704
32
31
467.5
7516
48
30
562.1
7442
tidb_ddl_reorg_batch_size = 4096
tidb_ddl_reorg_worker_cnt
add_index_durations(s)
sysbench TPS
sysbench QPS
1
103
502.2
7823
2
63
486.5
7672
4
52
467.4
7516
8
39
452.5
7302
16
35
447.2
7206
32
30
441.9
7057
48
30
440.1
7004
Test conclusion
When you only perform query operations to the target column of the ADD INDEX statement, the effect of ADD INDEX operations on online workloads is not obvious.
Test plan 3: The target column of the ADD INDEX statement is irrelevant to online workloads
Start the oltp_read_write test.
Perform at the same time with step 1: use alter table test add index pad_idx(pad) to add an index.
Perform at the end of step 2: when the index is added successfully, stop the oltp_read_only test.
Get the duration of alter table ... add index and the average TPS and QPS of Sysbench in this period.
Gradually increase the value of two parameters tidb_ddl_reorg_worker_cnt and tidb_ddl_reorg_batch_size, and then repeat step 1-4.
Test results
Test result of oltp_read_write without ADD INDEX operations
sysbench TPS
sysbench QPS
350.31
6806
tidb_ddl_reorg_batch_size = 32
tidb_ddl_reorg_worker_cnt
add_index_durations(s)
sysbench TPS
sysbench QPS
1
372
350.4
6892
2
207
344.2
6700
4
140
343.1
6672
8
121
339.1
6579
16
76
340
6607
32
42
343.1
6695
48
42
333.4
6454
tidb_ddl_reorg_batch_size = 1024
tidb_ddl_reorg_worker_cnt
add_index_durations(s)
sysbench TPS
sysbench QPS
1
94
352.4
6794
2
50
332
6493
4
45
330
6456
8
36
325.5
6324
16
32
312.5
6294
32
32
300.6
6017
48
31
279.5
5612
tidb_ddl_reorg_batch_size = 4096
tidb_ddl_reorg_worker_cnt
add_index_durations(s)
sysbench TPS
sysbench QPS
1
116
325.5
6324
2
65
312.5
6290
4
50
300.6
6017
8
37
279.5
5612
16
34
250.4
5365
32
32
220.2
4924
48
33
214.8
4544
Test conclusion
When the target column of the ADD INDEX statement is irrelevant to online workloads, the effect of ADD INDEX operations on the workload is not obvious.
Summary
When you perform frequent write operations (including INSERT, DELETE and UPDATE operations) to the target column of the ADD INDEX statement, the default ADD INDEX configuration causes relatively frequent write conflicts, which has a great impact on online workloads. At the same time, the ADD INDEX operation takes a long time to complete due to continuous retry attempts. In this test, you can modify the product of tidb_ddl_reorg_worker_cnt and tidb_ddl_reorg_batch_size to 1/32 of the default value. For example, you can set tidb_ddl_reorg_worker_cnt to 4 and tidb_ddl_reorg_batch_size to 256 for better performance.
When only performing query operations to the target column of the ADD INDEX statement or the target column is not directly related to online workloads, you can use the default ADD INDEX configuration.