Java写入数据至ClickHouse报错Too many parts (302). Merges are processing significantly slower than inserts.

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Java写入数据至ClickHouse报错Too many parts (302). Merges are processing significantly slower than inserts.

一、场景及错误信息

Java程序往 ClickHouse 插入数据时,出现如下错误:

Caused by: java.io.IOException: Code: 252, e.displayText() = DB::Exception: Too many parts (302). Merges are processing significantly slower than inserts. (version 21.1.9.41 (official build))at com.clickhouse.client.http.HttpUrlConnectionImpl.checkResponse(HttpUrlConnectionImpl.java:184) ~[clickhouse-http-client-0.4.0.jar!/:clickhouse-http-client 0.4.0 (revision: 3a53cf1)]at com.clickhouse.client.http.HttpUrlConnectionImpl.post(HttpUrlConnectionImpl.java:227) ~[clickhouse-http-client-0.4.0.jar!/:clickhouse-http-client 0.4.0 (revision: 3a53cf1)]at com.clickhouse.client.http.ClickHouseHttpClient.send(ClickHouseHttpClient.java:124) ~[clickhouse-http-client-0.4.0.jar!/:clickhouse-http-client 0.4.0 (revision: 3a53cf1)]at com.clickhouse.client.AbstractClient.execute(AbstractClient.java:298) ~[clickhouse-client-0.4.0.jar!/:clickhouse-client 0.4.0 (revision: 3a53cf1)]at com.clickhouse.client.ClickHouseClientBuilder$Agent.sendOnce(ClickHouseClientBuilder.java:287) ~[clickhouse-client-0.4.0.jar!/:clickhouse-client 0.4.0 (revision: 3a53cf1)]at com.clickhouse.client.ClickHouseClientBuilder$Agent.send(ClickHouseClientBuilder.java:299) ~[clickhouse-client-0.4.0.jar!/:clickhouse-client 0.4.0 (revision: 3a53cf1)]at com.clickhouse.client.ClickHouseClientBuilder$Agent.execute(ClickHouseClientBuilder.java:354) ~[clickhouse-client-0.4.0.jar!/:clickhouse-client 0.4.0 (revision: 3a53cf1)]at com.clickhouse.client.ClickHouseClient.executeAndWait(ClickHouseClient.java:884) ~[clickhouse-client-0.4.0.jar!/:clickhouse-client 0.4.0 (revision: 3a53cf1)]at com.clickhouse.client.ClickHouseRequest.executeAndWait(ClickHouseRequest.java:2068) ~[clickhouse-client-0.4.0.jar!/:clickhouse-client 0.4.0 (revision: 3a53cf1)]at com.clickhouse.jdbc.internal.ClickHouseStatementImpl.executeInsert(ClickHouseStatementImpl.java:186) ~[clickhouse-jdbc-0.4.0.jar!/:clickhouse-jdbc 0.4.0 (revision: 3a53cf1)]... 73 common frames omitted

二、报错原因

Too many part 异常原因:当数据插入到 ClickHouse 表时,每一批插入都会生成对应 parts 文件,ClickHouse 后台会有合并小文件的操作。当插入速度过快,生成 parts 小文件过多时,ClickHouse 无法以适当的速度合并这些 parts 时会报上面这个错误。

例如并发数为 200,这样一批写入到 ClickHouse 中就会产生 200 个文件,几批下来如果 ClickHouse 内部线程没来及合并相同分区,就会抛异常

而 ClickHouse 默认一次合并超过 300 个文件就会报错,来看一下配置:

parts_to_throw_insert

如果单个分区中的活动部件数量超过了parts_to_throw_insert 值,则 INSERT 会中断,出现 Too many parts (N). Merges are processing significantly slower than inserts 异常。

可能的值:

  • 任意正数。

默认值: 300.

为了实现 SELECT 查询的最大性能,有必要最小化处理的部分数量,请参阅 Merge Tree。

你可以将一个较大的值设置为 600(1200),这将降低 Too many parts 错误的概率,但同时 SELECT 性能可能会降低。此外,在合并问题(例如,由于磁盘空间不足)的情况下,你会在与原始 300 相比晚一点发现该问题。

详细信息可参考官网解释:ClickHouse 官网解释

三、解决办法

定位到了问题,来看一下解决方案:

1、写入 ClickHouse 的并发数调小,批处理的数据 batchSize 间隔调大,比如之前 200 并发调整到 50 并发,从之前一批 1w 条数据调整到 5w 条数据,从而减少 ClickHouse 文件的个数,避免超过 parts_to_throw_insert 默认值。
一般此种方法就可以解决上述问题。

2、如果第一种方法不管用,可以尝试增加可合并的分区数,修改 ClickHouse 配置:

<merge_tree><parts_to_delay_insert>600</parts_to_delay_insert><parts_to_throw_insert>600</parts_to_throw_insert><max_delay_to_insert>2</max_delay_to_insert><max_suspicious_broken_parts>5</max_suspicious_broken_parts>
</merge_tree>

保存后重启即可。

扩展

ClickHouse 写入频繁时为什么易产生 Too many part 问题

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