Sign InTry Free

Use TiFlash

After TiFlash is deployed, data replication does not automatically begin. You need to manually specify the tables to be replicated.

You can either use TiDB to read TiFlash replicas for medium-scale analytical processing, or use TiSpark to read TiFlash replicas for large-scale analytical processing, which is based on your own needs. See the following sections for details:

Create TiFlash replicas for tables

After TiFlash is connected to the TiKV cluster, data replication by default does not begin. You can send a DDL statement to TiDB through a MySQL client to create a TiFlash replica for a specific table:

ALTER TABLE table_name SET TIFLASH REPLICA count;

The parameter of the above command is described as follows:

  • count indicates the number of replicas. When the value is 0, the replica is deleted.

If you execute multiple DDL statements on the same table, only the last statement is ensured to take effect. In the following example, two DDL statements are executed on the table tpch50, but only the second statement (to delete the replica) takes effect.

Create two replicas for the table:

ALTER TABLE `tpch50`.`lineitem` SET TIFLASH REPLICA 2;

Delete the replica:

ALTER TABLE `tpch50`.`lineitem` SET TIFLASH REPLICA 0;

Notes:

  • If the table t is replicated to TiFlash through the above DDL statements, the table created using the following statement will also be automatically replicated to TiFlash:

    CREATE TABLE table_name like t;
  • For versions earlier than v4.0.6, if you create the TiFlash replica before using TiDB Lightning to import the data, the data import will fail. You must import data to the table before creating the TiFlash replica for the table.

  • If TiDB and TiDB Lightning are both v4.0.6 or later, no matter a table has TiFlash replica(s) or not, you can import data to that table using TiDB Lightning. Note that this might slow the TiDB Lightning procedure, which depends on the NIC bandwidth on the TiDB Lightning host, the CPU and disk load of the TiFlash node, and the number of TiFlash replicas.

  • It is recommended that you do not replicate more than 1,000 tables because this lowers the PD scheduling performance. This limit will be removed in later versions.

Check replication progress

You can check the status of the TiFlash replicas of a specific table using the following statement. The table is specified using the WHERE clause. If you remove the WHERE clause, you will check the replica status of all tables.

SELECT * FROM information_schema.tiflash_replica WHERE TABLE_SCHEMA = '<db_name>' and TABLE_NAME = '<table_name>';

In the result of above statement:

  • AVAILABLE indicates whether the TiFlash replicas of this table are available or not. 1 means available and 0 means unavailable. Once the replicas become available, this status does not change. If you use DDL statements to modify the number of replicas, the replication status will be recalculated.
  • PROGRESS means the progress of the replication. The value is between 0.0 and 1.0. 1 means at least one replica is replicated.

Use TiDB to read TiFlash replicas

TiDB provides three ways to read TiFlash replicas. If you have added a TiFlash replica without any engine configuration, the CBO (cost-based optimization) mode is used by default.

Smart selection

For tables with TiFlash replicas, the TiDB optimizer automatically determines whether to use TiFlash replicas based on the cost estimation. You can use the desc or explain analyze statement to check whether or not a TiFlash replica is selected. For example:

desc select count(*) from test.t;
+--------------------------+---------+--------------+---------------+--------------------------------+ | id | estRows | task | access object | operator info | +--------------------------+---------+--------------+---------------+--------------------------------+ | StreamAgg_9 | 1.00 | root | | funcs:count(1)->Column#4 | | └─TableReader_17 | 1.00 | root | | data:TableFullScan_16 | | └─TableFullScan_16 | 1.00 | cop[tiflash] | table:t | keep order:false, stats:pseudo | +--------------------------+---------+--------------+---------------+--------------------------------+ 3 rows in set (0.00 sec)
explain analyze select count(*) from test.t;
+--------------------------+---------+---------+--------------+---------------+----------------------------------------------------------------------+--------------------------------+-----------+------+ | id | estRows | actRows | task | access object | execution info | operator info | memory | disk | +--------------------------+---------+---------+--------------+---------------+----------------------------------------------------------------------+--------------------------------+-----------+------+ | StreamAgg_9 | 1.00 | 1 | root | | time:83.8372ms, loops:2 | funcs:count(1)->Column#4 | 372 Bytes | N/A | | └─TableReader_17 | 1.00 | 1 | root | | time:83.7776ms, loops:2, rpc num: 1, rpc time:83.5701ms, proc keys:0 | data:TableFullScan_16 | 152 Bytes | N/A | | └─TableFullScan_16 | 1.00 | 1 | cop[tiflash] | table:t | time:43ms, loops:1 | keep order:false, stats:pseudo | N/A | N/A | +--------------------------+---------+---------+--------------+---------------+----------------------------------------------------------------------+--------------------------------+-----------+------+

cop[tiflash] means that the task will be sent to TiFlash for processing. If you have not selected a TiFlash replica, you can try to update the statistics using the analyze table statement, and then check the result using the explain analyze statement.

Note that if a table has only a single TiFlash replica and the related node cannot provide service, queries in the CBO mode will repeatedly retry. In this situation, you need to specify the engine or use the manual hint to read data from the TiKV replica.

Engine isolation

Engine isolation is to specify that all queries use a replica of the specified engine by configuring the corresponding variable. The optional engines are "tikv", "tidb" (indicates the internal memory table area of TiDB, which stores some TiDB system tables and cannot be actively used by users), and "tiflash", with the following two configuration levels:

  • TiDB instance-level, namely, INSTANCE level. Add the following configuration item in the TiDB configuration file:

    [isolation-read] engines = ["tikv", "tidb", "tiflash"]

    The INSTANCE-level default configuration is ["tikv", "tidb", "tiflash"].

  • SESSION level. Use the following statement to configure:

    set @@session.tidb_isolation_read_engines = "engine list separated by commas";

    or

    set SESSION tidb_isolation_read_engines = "engine list separated by commas";

    The default configuration of the SESSION level inherits from the configuration of the TiDB INSTANCE level.

The final engine configuration is the session-level configuration, that is, the session-level configuration overrides the instance-level configuration. For example, if you have configured "tikv" in the INSTANCE level and "tiflash" in the SESSION level, then the TiFlash replicas are read. If the final engine configuration is "tikv" and "tiflash", then the TiKV and TiFlash replicas are both read, and the optimizer automatically selects a better engine to execute.

If the queried table does not have a replica of the specified engine (for example, the engine is configured as "tiflash" but the table does not have a TiFlash replica), the query returns an error.

Manual hint

Manual hint can force TiDB to use specified replicas for specific table(s) on the premise of satisfying engine isolation. Here is an example of using the manual hint:

select /*+ read_from_storage(tiflash[table_name]) */ ... from table_name;

If you set an alias to a table in a query statement, you must use the alias in the statement that includes a hint for the hint to take effect. For example:

select /*+ read_from_storage(tiflash[alias_a,alias_b]) */ ... from table_name_1 as alias_a, table_name_2 as alias_b where alias_a.column_1 = alias_b.column_2;

In the above statements, tiflash[] prompts the optimizer to read the TiFlash replicas. You can also use tikv[] to prompt the optimizer to read the TiKV replicas as needed. For hint syntax details, refer to READ_FROM_STORAGE.

If the table specified by a hint does not have a replica of the specified engine, the hint is ignored and a warning is reported. In addition, a hint only takes effect on the premise of engine isolation. If the engine specified in a hint is not in the engine isolation list, the hint is also ignored and a warning is reported.

The relationship of smart selection, engine isolation, and manual hint

In the above three ways of reading TiFlash replicas, engine isolation specifies the overall range of available replicas of engines; within this range, manual hint provides statement-level and table-level engine selection that is more fine-grained; finally, CBO makes the decision and selects a replica of an engine based on cost estimation within the specified engine list.

Use TiSpark to read TiFlash replicas

Currently, you can use TiSpark to read TiFlash replicas in a method similar to the engine isolation in TiDB. This method is to configure the spark.tispark.isolation_read_engines parameter. The parameter value defaults to tikv,tiflash, which means that TiDB reads data from TiFlash or from TiKV according to CBO's selection. If you set the parameter value to tiflash, it means that TiDB forcibly reads data from TiFlash.

Notes

When this parameter is set to tiflash, only the TiFlash replicas of all tables involved in the query are read and these tables must have TiFlash replicas; for tables that do not have TiFlash replicas, an error is reported. When this parameter is set to tikv, only the TiKV replica is read.

You can configure this parameter in one of the following ways:

  • Add the following item in the spark-defaults.conf file:

    spark.tispark.isolation_read_engines tiflash
  • Add --conf spark.tispark.isolation_read_engines=tiflash in the initialization command when initializing Spark shell or Thrift server.

  • Set spark.conf.set("spark.tispark.isolation_read_engines", "tiflash") in Spark shell in a real-time manner.

  • Set set spark.tispark.isolation_read_engines=tiflash in Thrift server after the server is connected via beeline.

Supported push-down calculations

TiFlash supports predicate, aggregate push-down calculations, and table joins. Push-down calculations can help TiDB perform distributed acceleration. Currently, Full Outer Join and DISTINCT COUNT are not the supported calculation types, which will be optimized in later versions.

You can enable the push-down of join using the following session variable (Full Outer Join is currently not supported):

set @@session.tidb_opt_broadcast_join=1

Currently, TiFlash supports pushing down a limited number of expressions, including:

+, -, /, *, >=, <=, =, !=, <, >, ifnull, isnull, bitor, in, bitand, or, and, like, not, case when, month, substr, timestampdiff, date_format, from_unixtime, json_length, if, bitneg, bitxor, round without fraction, cast(int as decimal), min, max, sum, count, avg, approx_count_distinct

TiFlash does not support push-down calculations in the following situations:

  • Expressions that contain the Time type cannot be pushed down.
  • If an aggregate function or a WHERE clause contains expressions that are not included in the list above, the aggregate or related predicate filtering cannot be pushed down.

If a query encounters unsupported push-down calculations, TiDB needs to complete the remaining calculations, which might greatly affect the TiFlash acceleration effect.

Was this page helpful?

Download PDFRequest docs changesAsk questions on Discord
Playground
New
One-stop & interactive experience of TiDB's capabilities WITHOUT registration.
Products
TiDB
TiDB Dedicated
TiDB Serverless
Pricing
Get Demo
Get Started
© 2024 PingCAP. All Rights Reserved.
Privacy Policy.