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281 lines
9.8 KiB
ReStructuredText
281 lines
9.8 KiB
ReStructuredText
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Operations Tips
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===============
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CPU
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---
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SSE 4.2 instruction set support is required. Most recent (since 2008) CPUs have this instruction set.
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When choosing between CPU with more cores and slightly less frequency and CPU with less cores and more frequency, choose first.
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For example, 16 cores with 2600 MHz is better than 8 cores with 3600 MHz.
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Hyper-Threading
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---------------
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Don't disable hyper-threading. Some queries will benefit from hyper-threading and some will not.
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Turbo-Boost
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-----------
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Don't disable turbo-boost. It will do significant performance gain on typical load.
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Use ``turbostat`` tool to show real CPU frequency under load.
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CPU scaling governor
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--------------------
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Always use ``performance`` scaling governor. ``ondemand`` scaling governor performs much worse even on constantly high demand.
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.. code-block:: bash
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sudo echo 'performance' | tee /sys/devices/system/cpu/cpu*/cpufreq/scaling_governor
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CPU throttling
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--------------
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Your CPU could be overheated. Use ``dmesg`` to show if it was thermal throttled.
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Your CPU could be power capped in datacenter. Use ``turbostat`` tool under load to monitor that.
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RAM
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---
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For small amount of data (up to ~200 GB compressed) prefer to use as much RAM as data volume.
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For larger amount of data, if you run interactive (online) queries, use reasonable amount of RAM (128 GB or more) to hot data fit in page cache.
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Even for data volumes of ~50 TB per server, using 128 GB of RAM is much better for query performance than 64 GB.
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Swap
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----
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Disable swap. The only possible reason to not disable swap is when you are running ClickHouse on your personal laptop/desktop.
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Huge pages
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----------
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Disable transparent huge pages. It interferes badly with memory allocators, leading to major performance degradation.
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.. code-block:: bash
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echo 'never' | sudo tee /sys/kernel/mm/transparent_hugepage/enabled
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Use ``perf top`` to monitor time spent in kernel on doing memory management.
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Don't allocate permanent huge pages.
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Storage subsystem
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-----------------
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If you could afford SSD, use SSD.
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Otherwise use HDD. SATA HDDs 7200 RPM are Ok.
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Prefer more servers with in place storage to less servers with huge disk shelves.
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Of course you could use huge disk shelves for archive storage with rare queries.
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RAID
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----
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When using HDDs, you could use RAID-10, RAID-5, RAID-6 or RAID-50.
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Use Linux software RAID (``mdadm``). Better to not use LVM.
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When creating RAID-10, choose ``far`` layout.
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Prefer RAID-10 if you could afford it.
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Don't use RAID-5 on more than 4 HDDs - use RAID-6 or RAID-50. RAID-6 is better.
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When using RAID-5, RAID-6, or RAID-50, always increase stripe_cache_size, because default setting is awful.
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.. code-block:: bash
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echo 4096 | sudo tee /sys/block/md2/md/stripe_cache_size
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Exact number is calculated from number of devices and chunk size: ``2 * num_devices * chunk_size_in_bytes / 4096``.
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Chunk size 1024K is Ok for all RAID configurations.
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Never use too small or too large chunk sizes.
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On SSDs, you could use RAID-0.
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Regardless to RAID, always use replication for data safety.
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Enable NCQ. Use high queue depth. Use CFQ scheduler for HDDs and noop for SSDs. Don't lower readahead setting.
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Enable write cache on HDDs.
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Filesystem
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----------
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Ext4 is Ok. Mount with ``noatime,nobarrier``.
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XFS is Ok too, but less tested with ClickHouse.
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Most other filesystems should work fine. Filesystems with delayed allocation are better.
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Linux kernel
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------------
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Don't use too old Linux kernel. For example, on 2015, 3.18.19 is Ok.
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You could use Yandex kernel: https://github.com/yandex/smart which gives at least 5% performance increase.
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Network
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-------
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When using IPv6, you must increase route cache.
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Linux kernels before 3.2 has awful bugs in IPv6 implementation.
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Prefer at least 10 Gbit network. 1 Gbit will also work, but much worse for repairing replicas with tens of terabytes of data and for processing huge distributed queries with much intermediate data.
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ZooKeeper
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---------
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Probably you already have ZooKeeper for other purposes.
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It's Ok to use existing ZooKeeper installation if it is not overloaded.
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Use recent version of ZooKeeper. At least 3.5 is Ok. Version in your Linux package repository might be outdated.
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With default settings, ZooKeeper have time bomb:
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A ZooKeeper server will not remove old snapshots and log files when using the default configuration (see autopurge below), this is the responsibility of the operator.
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You need to defuse the bomb.
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Below is ZooKeeper (3.5.1) configuration used by Yandex.Metrica in production as of 2017-05-20.
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zoo.cfg:
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.. code-block:: bash
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# http://hadoop.apache.org/zookeeper/docs/current/zookeeperAdmin.html
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# The number of milliseconds of each tick
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tickTime=2000
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# The number of ticks that the initial
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# synchronization phase can take
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initLimit=30000
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# The number of ticks that can pass between
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# sending a request and getting an acknowledgement
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syncLimit=10
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maxClientCnxns=2000
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maxSessionTimeout=60000000
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# the directory where the snapshot is stored.
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dataDir=/opt/zookeeper/{{ cluster['name'] }}/data
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# Place the dataLogDir to a separate physical disc for better performance
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dataLogDir=/opt/zookeeper/{{ cluster['name'] }}/logs
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autopurge.snapRetainCount=10
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autopurge.purgeInterval=1
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# To avoid seeks ZooKeeper allocates space in the transaction log file in
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# blocks of preAllocSize kilobytes. The default block size is 64M. One reason
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# for changing the size of the blocks is to reduce the block size if snapshots
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# are taken more often. (Also, see snapCount).
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preAllocSize=131072
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# Clients can submit requests faster than ZooKeeper can process them,
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# especially if there are a lot of clients. To prevent ZooKeeper from running
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# out of memory due to queued requests, ZooKeeper will throttle clients so that
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# there is no more than globalOutstandingLimit outstanding requests in the
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# system. The default limit is 1,000.ZooKeeper logs transactions to a
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# transaction log. After snapCount transactions are written to a log file a
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# snapshot is started and a new transaction log file is started. The default
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# snapCount is 10,000.
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snapCount=3000000
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# If this option is defined, requests will be will logged to a trace file named
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# traceFile.year.month.day.
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#traceFile=
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# Leader accepts client connections. Default value is "yes". The leader machine
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# coordinates updates. For higher update throughput at thes slight expense of
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# read throughput the leader can be configured to not accept clients and focus
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# on coordination.
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leaderServes=yes
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standaloneEnabled=false
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dynamicConfigFile=/etc/zookeeper-{{ cluster['name'] }}/conf/zoo.cfg.dynamic
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```
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Java version:
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.. code-block:: text
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Java(TM) SE Runtime Environment (build 1.8.0_25-b17)
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Java HotSpot(TM) 64-Bit Server VM (build 25.25-b02, mixed mode)
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JVM parameters:
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.. code-block:: bash
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NAME=zookeeper-{{ cluster['name'] }}
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ZOOCFGDIR=/etc/$NAME/conf
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# TODO this is really ugly
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# How to find out, which jars are needed?
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# seems, that log4j requires the log4j.properties file to be in the classpath
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CLASSPATH="$ZOOCFGDIR:/usr/build/classes:/usr/build/lib/*.jar:/usr/share/zookeeper/zookeeper-3.5.1-metrika.jar:/usr/share/zookeeper/slf4j-log4j12-1.7.5.jar:/usr/share/zookeeper/slf4j-api-1.7.5.jar:/usr/share/zookeeper/servlet-api-2.5-20081211.jar:/usr/share/zookeeper/netty-3.7.0.Final.jar:/usr/share/zookeeper/log4j-1.2.16.jar:/usr/share/zookeeper/jline-2.11.jar:/usr/share/zookeeper/jetty-util-6.1.26.jar:/usr/share/zookeeper/jetty-6.1.26.jar:/usr/share/zookeeper/javacc.jar:/usr/share/zookeeper/jackson-mapper-asl-1.9.11.jar:/usr/share/zookeeper/jackson-core-asl-1.9.11.jar:/usr/share/zookeeper/commons-cli-1.2.jar:/usr/src/java/lib/*.jar:/usr/etc/zookeeper"
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ZOOCFG="$ZOOCFGDIR/zoo.cfg"
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ZOO_LOG_DIR=/var/log/$NAME
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USER=zookeeper
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GROUP=zookeeper
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PIDDIR=/var/run/$NAME
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PIDFILE=$PIDDIR/$NAME.pid
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SCRIPTNAME=/etc/init.d/$NAME
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JAVA=/usr/bin/java
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ZOOMAIN="org.apache.zookeeper.server.quorum.QuorumPeerMain"
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ZOO_LOG4J_PROP="INFO,ROLLINGFILE"
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JMXLOCALONLY=false
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JAVA_OPTS="-Xms{{ cluster.get('xms','128M') }} \
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-Xmx{{ cluster.get('xmx','1G') }} \
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-Xloggc:/var/log/$NAME/zookeeper-gc.log \
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-XX:+UseGCLogFileRotation \
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-XX:NumberOfGCLogFiles=16 \
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-XX:GCLogFileSize=16M \
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-verbose:gc \
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-XX:+PrintGCTimeStamps \
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-XX:+PrintGCDateStamps \
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-XX:+PrintGCDetails
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-XX:+PrintTenuringDistribution \
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-XX:+PrintGCApplicationStoppedTime \
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-XX:+PrintGCApplicationConcurrentTime \
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-XX:+PrintSafepointStatistics \
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-XX:+UseParNewGC \
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-XX:+UseConcMarkSweepGC \
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-XX:+CMSParallelRemarkEnabled"
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Инициализация через Salt:
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.. code-block:: text
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description "zookeeper-{{ cluster['name'] }} centralized coordination service"
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start on runlevel [2345]
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stop on runlevel [!2345]
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respawn
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limit nofile 8192 8192
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pre-start script
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[ -r "/etc/zookeeper-{{ cluster['name'] }}/conf/environment" ] || exit 0
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. /etc/zookeeper-{{ cluster['name'] }}/conf/environment
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[ -d $ZOO_LOG_DIR ] || mkdir -p $ZOO_LOG_DIR
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chown $USER:$GROUP $ZOO_LOG_DIR
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end script
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script
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. /etc/zookeeper-{{ cluster['name'] }}/conf/environment
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[ -r /etc/default/zookeeper ] && . /etc/default/zookeeper
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if [ -z "$JMXDISABLE" ]; then
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JAVA_OPTS="$JAVA_OPTS -Dcom.sun.management.jmxremote -Dcom.sun.management.jmxremote.local.only=$JMXLOCALONLY"
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fi
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exec start-stop-daemon --start -c $USER --exec $JAVA --name zookeeper-{{ cluster['name'] }} \
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-- -cp $CLASSPATH $JAVA_OPTS -Dzookeeper.log.dir=${ZOO_LOG_DIR} \
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-Dzookeeper.root.logger=${ZOO_LOG4J_PROP} $ZOOMAIN $ZOOCFG
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end script
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