ClickHouse 快速入門


ClickHouse 是什么

ClickHouse 是一個開源的面向聯機分析處理(OLAP, On-Line Analytical Processing) 的列式存儲數據庫管理系統。

在一個 "常規" 的行式數據庫管理系統中,數據按下面的順序存儲

id |   name   | age
---|----------|---
1  | Zhangsan | 18
2  | GlonHo   | 20
3  | Lisi     | 22
...| ...      | ...

換言之,所有相關的值在一個行里面一個挨一個存儲。行式存儲的的數據庫管理系統有:MySQL, Postgres, MS SQL Server 等。

在一個列式存儲數據庫管理系統中,數據存儲的方式如下所示

id: 1 2 3 ...
name: Zhangsan GlonHo Lisi ...
age: 18 20 22 ... 

列式存儲的數據庫管理系統更適合於 OLAP 場景(對於大多數查詢,至少有 100 倍的處理速度提升)的原因有:

I/O 方面:

  • 對於一個分析的查詢,只需要表中少量的列。在一個列存儲數據庫管理系統中,可以只讀取所需的數據。例如,如果只需要從 100 列中讀取 5 列,那么預期可以減少 20倍 I/O
  • 列式存儲數據,更易於壓縮,進一步減少 I/O
  • 由於減少了 I/O,系統中可以緩存更多符合要求的數據

CPU 方面:

執行一個查詢需要處理大量的行,它有助於調度所有操作對整個向量而不是單獨的行,或實現查詢引擎,這樣幾乎沒有調度成本,如果不這么做,對於任意還過得去的磁盤子系統,查詢解釋器不可避免地分攤 CPU。因此,把數據以列的方式來存儲和處理是很有意義的。

有兩種方法可以做到這一點:

  1. vector 引擎。所有操作是寫成向量的形式,而不是單獨的值。這意味着你不需要頻繁調用操作,並且調度成本可以忽略不計。
  2. 代碼生成。生成的查詢的代碼中含有所有的間接調用。

ClickHouse 獨有特性

列式存儲

數據壓縮

不是所有的列式存儲數據管理系統都會進行數據壓縮,如:InfiniDB CE 和 MonetDB。然而,數據壓縮真的提高了性能

支持磁盤存儲數據

一些列式存儲數據管理系統只能在 RAM(Random Access Memory)上面工作,如:SAP HANA 和 Google PowerDrill。但是對於海量數據,RAM 的成本太大了。

多核並行處理

分布式處理

類 SQL 支持

支持非標准 SQL。
不支持 NULL,不支持相關子查詢,支持 JOIN,支持在 FROM、IN、 JOIN 子句中的子查詢和標量子查詢。

Vector 引擎

不止以列的形式存儲數據,部分列還經過向量處理。這樣能取得高 CPU 性能。

數據實時更新

ClickHouse支持主鍵表。為了迅速查詢某個范圍內的主鍵,數據使用合並樹增量地進行排序。因此,數據可以不斷被添加到表中,添加數據時沒有加鎖。

索引

允許有一個主鍵

適用於在線查詢

這使得 ClickHouse 可以用作 Web 系統的后端。低延時意味着查詢可以被及時處理。

支持近似計算

支持嵌套的數據結構,支持數組

支持限制查詢的復雜性

復制和支持復制節點的數據完整性

使用多主節點復制。數據被寫入任何可用的復制節點后,分發給其他的復制節點。系統在不同的復制節點中維護相同的數據。在出現失敗之后,數據會自動回復,或者在復雜的情況下使用一個 "按鈕"。

入門指南

系統要求

ClickHouse 不是一個跨平台的系統,它要求 Linux Ubuntu 12.04 或更新版本,支持帶有 4.2 SSE 指令集的 x86_64 架構。

檢查是否支持 4.2 SSE 指令集:

grep -q sse4_2 /proc/cpuinfo && echo "SSE 4.2 supported" || echo "SSE 4.2 not supported"

推薦使用 Ubuntu 系統,連接終端必須是 UTF-8 編碼(Ubuntu 默認是 UTF-8)。

安裝

用系統安裝包的方式

/etc/apt/sources.list 或者一個單獨的 /etc/apt/sources.list.d/clickhouse.list 文件中添加 repository:

在 Ubuntu Trusty (14.04):

deb http://repo.yandex.ru/clickhouse/trusty stable main

對於其他 Ubuntu 版本,把替換 trusty 成 xenial 或者 precise。

然后執行:

sudo apt-key adv --keyserver keyserver.ubuntu.com --recv E0C56BD4    # optional
sudo apt-get update
sudo apt-get install clickhouse-client clickhouse-server-common

也可以手動下載安裝包:

http://repo.yandex.ru/clickhouse/trusty/pool/main/c/clickhouse/

http://repo.yandex.ru/clickhouse/xenial/pool/main/c/clickhouse/

http://repo.yandex.ru/clickhouse/precise/pool/main/c/clickhouse/

ClickHouse 包含訪問限制設置,設置在 users.xml 文件中(和 config.xml 放在一起)。

默認情況下,允許自任何地方的默認用戶無密碼的訪問。

用源碼安裝

Linux 平台跟着 build.md 中的介紹進行 build,Mac OS X 則跟着 build_osx.md 進行 build。

你可以編譯包然后安裝,也可以不安裝。

ITEM 路徑
Client src/dbms/src/Client/
Server src/dbms/src/Server/

對於 Server,創建一個數據目錄,如:

/var/lib/clickhouse/data/default/
/var/lib/clickhouse/metadata/default/

在 server config 中配置,然后給所需用戶 chown 分配權限。

注意:服務器配置的路徑是:src/dbms/src/Server/config.xml

其他安裝方式

Docker image: https://hub.docker.com/r/yandex/clickhouse-server/

Gentoo: https://github.com/kmeaw/clickhouse-overlay

運行

以守護進程(daemon)的方式啟動服務:

sudo service clickhouse-server start

日志目錄:

/var/log/clickhouse-server/

如果啟動失敗,檢查配置文件:

/etc/clickhouse-server/config.xml

還可以在控制台啟動服務:

clickhouse-server --config-file=/etc/clickhouse-server/config.xml

在這種情況下,日志會輸出到控制台,這在開發的時候還是挺方便的。如果配置文件就在當前目錄(即與 clickhouse-server 同一目錄),無需使用參數 --config-file,默認讀取 ./config-file。

可以使用命令行客戶端來連接服務:

clickhouse-client

clickhouse-client 參數介紹

參數 描述
--host, -h 目標服務器名,默認為 localhost
--port 目標端口,默認為 9000
--user, -u 連接用戶,默認為 default
--password 連接用戶密碼,默認為空字符串
--query, -q 非交互模式下執行的命令
--database, -d 當前操作的數據庫,默認選擇配置文件配置的值(默認為 default 庫)
--multiline, -m 如果設定,允許多行查詢
--multiquery, -n 如果指定,允許處理由分號分隔的多個查詢。只有在非交互式模式工作。
--format, -f 使用指定的默認格式輸出結果
--vertical, -E 如果指定,默認使用垂直格式輸出結果,等同於 --format=Vertical。在這種格式中,每個值可在單獨的行上,顯示寬表時很有用。
--time, -t 如果指定,在 stderr 中輸出查詢執行時間的非交互式模式下。
--stacktrace 如果指定,如果發生異常,也會輸出堆棧跟蹤。
--config-file 配置文件的名稱,額外的設置或改變了上面列出的設置默認值。

默認情況下,配置文件的搜索順序如下:

  • ./clickhouse-client.xml
  • ~/.clickhouse-client/config.xml
  • /etc/clickhouse-client/config.xml

如果三個文件同時存在N個,則以找到的第一個配置文件為准。

這個客戶端還可以連接到一個遠程服務端:

clickhouse-client --host=example.com

還可以指定將用於處理查詢的任何設置,如:clickhouse-client --max_threads=1,表示查詢處理線程的最大數量為 1。

檢查系統

root@GlonHo:~# clickhouse-client
ClickHouse client version 1.1.54198.
Connecting to localhost:9000.
Connected to ClickHouse server version 1.1.54198.

:) 
:) select 1

SELECT 1

┌─1─┐
│ 1 │
└───┘

1 rows in set. Elapsed: 0.023 sec. 

:) 

恭喜你,it works!

測試數據

如果你是 Yandex 的員工,你可以使用 Yandex.Metrica 的測試數據來探索系統的功能和性能,你在這里可以找到如何使用測試數據的介紹。另外,你可以使用一個公開的可用的數據集,看這里

如果你有疑問

如果你是 Yandex 的員工,你可以使用 ClickHouse 內部郵件列表,你可以訂閱這個列表來獲取公告、新的發展信息和其他用戶的問題。

另外,你可以在 Stack Overflow 上提問,在 Google Groups 上討論,或者發郵件到開發者郵箱:clickhouse-feedback@yandex-team.com。

最后

ClickHouse 目前官方只支持 Ubuntu,對於 RedHat 並沒有什么描述。在 CentOS 6.9 上編譯安裝的時候,特別麻煩,最后放棄了,后來在官方的 Google Groups 上找到一個 RedHat 的包安裝方式(或者直接到 GitHub),但還是找不到對應版本的依賴,搜了一下,可能需要重新編譯內核,也就放棄了。最終找了個 Ubuntu 14.04 LTS 來做的實驗。

CentOS:

[root@GlonHo ~]# grep -q sse4_2 /proc/cpuinfo && echo "SSE 4.2 supported" || echo "SSE 4.2 not supported"
SSE 4.2 supported

[root@GlonHo ~]# yum-config-manager --add-repo http://repo.red-soft.biz/repos/clickhouse/repo/clickhouse-el6.repo
bash: yum-config-manager: command not found

[root@GlonHo ~]# yum -y install yum-utils 
...

[root@GlonHo ~]# yum-config-manager --add-repo http://repo.red-soft.biz/repos/clickhouse/repo/clickhouse-el6.repo
Loaded plugins: fastestmirror
adding repo from: http://repo.red-soft.biz/repos/clickhouse/repo/clickhouse-el6.repo
grabbing file http://repo.red-soft.biz/repos/clickhouse/repo/clickhouse-el6.repo to /etc/yum.repos.d/clickhouse-el6.repo
clickhouse-el6.repo                                                                                                                                  |  165 B     00:00     
repo saved to /etc/yum.repos.d/clickhouse-el6.repo

[root@GlonHo ~]# yum install clickhouse-server clickhouse-client clickhouse-server-common clickhouse-compressor -y
Loaded plugins: fastestmirror
Setting up Install Process
Loading mirror speeds from cached hostfile
 * base: mirrors.zju.edu.cn
 * epel: mirrors.tuna.tsinghua.edu.cn
 * extras: mirrors.zju.edu.cn
 * updates: mirrors.163.com
base                                                                                                                         | 3.7 kB     00:00     
clickhouse                                                                                                                   | 2.9 kB     00:02     
extras                                                                                                                       | 3.4 kB     00:00     
updates                                                                                                                      | 3.4 kB     00:00     
Package clickhouse-server-common-1.1.54198-3.el6.x86_64 already installed and latest version
Package clickhouse-compressor-1.1.54198-3.el6.x86_64 already installed and latest version
Resolving Dependencies
--> Running transaction check
---> Package clickhouse-client.x86_64 0:1.1.54198-3.el6 will be installed
---> Package clickhouse-server.x86_64 0:1.1.54198-3.el6 will be installed
--> Processing Dependency: libbfd-2.20.51.0.2-5.44.el6.so()(64bit) for package: clickhouse-server-1.1.54198-3.el6.x86_64
--> Finished Dependency Resolution
Error: Package: clickhouse-server-1.1.54198-3.el6.x86_64 (clickhouse)
           Requires: libbfd-2.20.51.0.2-5.44.el6.so()(64bit)
 You could try using --skip-broken to work around the problem
 You could try running: rpm -Va --nofiles --nodigest

Ubuntu:

root@GlonHo:~# grep -q sse4_2 /proc/cpuinfo && echo "SSE 4.2 supported" || echo "SSE 4.2 not supported"
SSE 4.2 supported

root@GlonHo:/etc/apt/sources.list.d# vim clickhouse.list
deb http://repo.yandex.ru/clickhouse/trusty stable main

root@GlonHo:~# apt-key adv --keyserver keyserver.ubuntu.com --recv E0C56BD4
Executing: gpg --ignore-time-conflict --no-options --no-default-keyring --homedir /tmp/tmp.IoJhY8ePkd --no-auto-check-trustdb --trust-model always --keyring /etc/apt/trusted.gpg --primary-keyring /etc/apt/trusted.gpg --keyserver keyserver.ubuntu.com --recv E0C56BD4
gpg: requesting key E0C56BD4 from hkp server keyserver.ubuntu.com
gpg: key E0C56BD4: public key "ClickHouse Repository Key <milovidov@yandex-team.ru>" imported
gpg: Total number processed: 1
gpg:               imported: 1  (RSA: 1)
root@GlonHo:~# apt-get update
Hit http://security.ubuntu.com trusty-security InRelease                     
Ign http://archive.ubuntu.com trusty InRelease                                 
...    
Reading package lists... Done
root@GlonHo:~# 

root@GlonHo:~# apt-get install clickhouse-client clickhouse-server-common
Reading package lists... Done
Building dependency tree       
Reading state information... Done
The following packages were automatically installed and are no longer required:
  acl at-spi2-core colord dconf-gsettings-backend dconf-service fontconfig
  fontconfig-config fonts-dejavu-core hicolor-icon-theme libasound2
  libasound2-data libatk-bridge2.0-0 libatk1.0-0 libatk1.0-data libatspi2.0-0
  libavahi-client3 libavahi-common-data libavahi-common3 libcairo-gobject2
  libcairo2 libcanberra-gtk3-0 libcanberra-gtk3-module libcanberra0 libcolord1
  libcolorhug1 libcups2 libdatrie1 libdconf1 libdrm-intel1 libdrm-nouveau2
  libdrm-radeon1 libexif12 libfontconfig1 libfontenc1 libgd3
  libgdk-pixbuf2.0-0 libgdk-pixbuf2.0-common libgl1-mesa-dri libgl1-mesa-glx
  libglapi-mesa libgphoto2-6 libgphoto2-l10n libgphoto2-port10 libgraphite2-3
  libgtk-3-0 libgtk-3-bin libgtk-3-common libgudev-1.0-0 libgusb2
  libharfbuzz0b libice6 libieee1284-3 libjasper1 libjbig0 libjpeg-turbo8
  libjpeg8 liblcms2-2 libllvm3.4 libltdl7 libnotify-bin libnotify4 libogg0
  libpango-1.0-0 libpangocairo-1.0-0 libpangoft2-1.0-0 libpciaccess0
  libpixman-1-0 libsane libsane-common libsm6 libtdb1 libthai-data libthai0
  libtiff5 libtxc-dxtn-s2tc0 libv4l-0 libv4lconvert0 libvorbis0a
  libvorbisfile3 libvpx1 libwayland-client0 libwayland-cursor0 libx11-xcb1
  libxaw7 libxcb-dri2-0 libxcb-dri3-0 libxcb-glx0 libxcb-present0
  libxcb-render0 libxcb-shm0 libxcb-sync1 libxcomposite1 libxcursor1
  libxdamage1 libxfixes3 libxfont1 libxi6 libxinerama1 libxkbcommon0
  libxkbfile1 libxmu6 libxpm4 libxrandr2 libxrender1 libxshmfence1 libxt6
  libxtst6 libxxf86vm1 notification-daemon sound-theme-freedesktop x11-common
  x11-xkb-utils xfonts-base xfonts-encodings xfonts-utils xserver-common
  xserver-xorg-core
Use 'apt-get autoremove' to remove them.
The following extra packages will be installed:
  clickhouse-server-base
The following NEW packages will be installed:
  clickhouse-client clickhouse-server-base clickhouse-server-common
0 upgraded, 3 newly installed, 0 to remove and 0 not upgraded.
Need to get 198 MB of archives.
After this operation, 632 MB of additional disk space will be used.
Do you want to continue? [Y/n] y
Get:1 http://repo.yandex.ru/clickhouse/trusty/ stable/main clickhouse-server-base amd64 1.1.54198 [198 MB]
Get:2 http://repo.yandex.ru/clickhouse/trusty/ stable/main clickhouse-client amd64 1.1.54198 [2,674 B]
Get:3 http://repo.yandex.ru/clickhouse/trusty/ stable/main clickhouse-server-common amd64 1.1.54198 [7,578 B]
Fetched 198 MB in 18min 7s (182 kB/s)                                          
Selecting previously unselected package clickhouse-server-base.
(Reading database ... 62852 files and directories currently installed.)
Preparing to unpack .../clickhouse-server-base_1.1.54198_amd64.deb ...
Unpacking clickhouse-server-base (1.1.54198) ...
Selecting previously unselected package clickhouse-client.
Preparing to unpack .../clickhouse-client_1.1.54198_amd64.deb ...
Unpacking clickhouse-client (1.1.54198) ...
Selecting previously unselected package clickhouse-server-common.
Preparing to unpack .../clickhouse-server-common_1.1.54198_amd64.deb ...
Unpacking clickhouse-server-common (1.1.54198) ...
Processing triggers for ureadahead (0.100.0-16) ...
Setting up clickhouse-server-base (1.1.54198) ...
Processing triggers for ureadahead (0.100.0-16) ...
Setting up clickhouse-client (1.1.54198) ...
Setting up clickhouse-server-common (1.1.54198) ...
root@GlonHo:~# 
root@GlonHo:~# top
Tasks:  90 total,   2 running,  88 sleeping,   0 stopped,   0 zombie
%Cpu(s):  0.0 us,  0.2 sy,  0.0 ni, 99.8 id,  0.0 wa,  0.0 hi,  0.0 si,  0.0 st
KiB Mem:   2049856 total,  1147260 used,   902596 free,    16004 buffers
KiB Swap:        0 total,        0 used,        0 free.   960556 cached Mem

  PID USER      PR  NI    VIRT    RES    SHR S  %CPU %MEM     TIME+ COMMAND                                                                                                                 
 1262 root      20   0  112712  34552   1112 S   0.0  1.7   0:00.00 ruby                                                                                                                    
 1196 root      20   0  182364  34428   2728 S   0.0  1.7   0:00.77 puppet                                                                                                                  
 **2368 clickho+  20   0  241336  12524   3504 S   0.0  0.6   0:00.04 clickhouse-serv**                                                                                                         
 1973 root      20   0  107720   4216   3220 S   0.0  0.2   0:00.02 sshd      

root@GlonHo:~# ls /var/log/clickhouse-server/
clickhouse-server.err.log  clickhouse-server.log  stderr  stdout

root@GlonHo:~# cat /var/log/clickhouse-server/clickhouse-server.err.log 
2017.04.24 09:30:03.783101 [ 1 ] <Warning> ConfigProcessor: Include not found: networks
2017.04.24 09:30:03.783125 [ 1 ] <Warning> ConfigProcessor: Include not found: networks
2017.04.24 09:30:05.803298 [ 2 ] <Warning> ConfigProcessor: Include not found: clickhouse_remote_servers
2017.04.24 09:30:05.803353 [ 2 ] <Warning> ConfigProcessor: Include not found: clickhouse_compression
root@GlonHo:~# 

root@GlonHo:~# cat /var/log/clickhouse-server/clickhouse-server.log 
2017.04.24 09:30:03.708578 [ 1 ] <Information> : Starting daemon with revision 54198
2017.04.24 09:30:03.781176 [ 1 ] <Information> Application: starting up
2017.04.24 09:30:03.781650 [ 1 ] <Debug> Application: rlimit on number of file descriptors is 262144
2017.04.24 09:30:03.781664 [ 1 ] <Debug> Application: Initializing DateLUT.
2017.04.24 09:30:03.781670 [ 1 ] <Trace> Application: Initialized DateLUT with time zone `UTC'.
2017.04.24 09:30:03.782226 [ 1 ] <Debug> Application: Configuration parameter 'interserver_http_host' doesn't exist or exists and empty. Will use 'ubuntu' as replica host.
2017.04.24 09:30:03.782338 [ 1 ] <Debug> ConfigReloader: Loading config `/etc/clickhouse-server/users.xml'
2017.04.24 09:30:03.783093 [ 1 ] <Warning> ConfigProcessor: Include not found: networks
2017.04.24 09:30:03.783121 [ 1 ] <Warning> ConfigProcessor: Include not found: networks
2017.04.24 09:30:03.783472 [ 1 ] <Information> Application: Loading metadata.
2017.04.24 09:30:03.783610 [ 1 ] <Information> DatabaseOrdinary (default): Total 0 tables.
2017.04.24 09:30:03.783734 [ 1 ] <Debug> Application: Loaded metadata.
2017.04.24 09:30:03.783848 [ 1 ] <Information> DatabaseOrdinary (system): Total 0 tables.
2017.04.24 09:30:03.784376 [ 1 ] <Information> Application: Listening http://[::1]:8123
2017.04.24 09:30:03.784420 [ 1 ] <Information> Application: Listening tcp: [::1]:9000
2017.04.24 09:30:03.784448 [ 1 ] <Information> Application: Listening interserver: [::1]:9009
2017.04.24 09:30:03.784473 [ 1 ] <Information> Application: Listening http://127.0.0.1:8123
2017.04.24 09:30:03.784491 [ 1 ] <Information> Application: Listening tcp: 127.0.0.1:9000
2017.04.24 09:30:03.784507 [ 1 ] <Information> Application: Listening interserver: 127.0.0.1:9009
2017.04.24 09:30:03.784621 [ 1 ] <Information> Application: Ready for connections.
2017.04.24 09:30:05.801608 [ 2 ] <Debug> ConfigReloader: Loading config `/etc/clickhouse-server/config.xml'
2017.04.24 09:30:05.803274 [ 2 ] <Warning> ConfigProcessor: Include not found: clickhouse_remote_servers
2017.04.24 09:30:05.803348 [ 2 ] <Warning> ConfigProcessor: Include not found: clickhouse_compression


root@GlonHo:~# cat /var/log/clickhouse-server/stderr 
Should logs to /var/log/clickhouse-server/clickhouse-server.log
Should error logs to /var/log/clickhouse-server/clickhouse-server.err.log


root@GlonHo:~# clickhouse-client
ClickHouse client version 1.1.54198.
Connecting to localhost:9000.
Connected to ClickHouse server version 1.1.54198.

:) 
:) select 1

SELECT 1

┌─1─┐
│ 1 │
└───┘

1 rows in set. Elapsed: 0.023 sec. 

:) 
:) select now()

SELECT now()

┌───────────────now()─┐
│ 2017-04-24 09:37:31 │
└─────────────────────┘

1 rows in set. Elapsed: 0.005 sec. 

:) 
:) Bye. (CTRL + d 退出客戶端)

root@GlonHo:~# service clickhouse-server stop
Stop clickhouse-server service: DONE

日志變化:

root@GlonHo:~# tail -f /var/log/clickhouse-server/clickhouse-server.log
2017.04.24 09:36:59.286669 [ 3 ] <Trace> TCPConnectionFactory: TCP Request. Address: 127.0.0.1:36942
2017.04.24 09:36:59.288258 [ 3 ] <Debug> TCPHandler: Connected ClickHouse client version 1.1.54198, user: default.
2017.04.24 09:37:15.669268 [ 3 ] <Debug> executeQuery: (from 127.0.0.1:36942) select 1
2017.04.24 09:37:15.678877 [ 3 ] <Trace> InterpreterSelectQuery: FetchColumns -> Complete
2017.04.24 09:37:15.679000 [ 3 ] <Debug> executeQuery: Query pipeline:
Expression
 Expression
  One

2017.04.24 09:37:15.679459 [ 3 ] <Information> executeQuery: Read 1 rows, 1.00 B in 0.010 sec., 98 rows/sec., 98.89 B/sec.
2017.04.24 09:37:15.679521 [ 3 ] <Debug> MemoryTracker: Peak memory usage (for query): 1.00 MiB.
2017.04.24 09:37:15.679541 [ 3 ] <Debug> MemoryTracker: Peak memory usage (for user): 1.00 MiB.
2017.04.24 09:37:15.679548 [ 3 ] <Debug> MemoryTracker: Peak memory usage (total): 1.00 MiB.
2017.04.24 09:37:15.679559 [ 3 ] <Information> TCPHandler: Processed in 0.011 sec.
2017.04.24 09:37:31.497405 [ 3 ] <Debug> executeQuery: (from 127.0.0.1:36942) select now()
2017.04.24 09:37:31.497653 [ 3 ] <Trace> InterpreterSelectQuery: FetchColumns -> Complete
2017.04.24 09:37:31.497976 [ 3 ] <Debug> executeQuery: Query pipeline:
Expression
 Expression
  One

2017.04.24 09:37:31.500776 [ 3 ] <Information> executeQuery: Read 1 rows, 1.00 B in 0.003 sec., 313 rows/sec., 313.78 B/sec.
2017.04.24 09:37:31.500856 [ 3 ] <Debug> MemoryTracker: Peak memory usage (for query): 1.00 MiB.
2017.04.24 09:37:31.500872 [ 3 ] <Debug> MemoryTracker: Peak memory usage (for user): 1.00 MiB.
2017.04.24 09:37:31.500880 [ 3 ] <Debug> MemoryTracker: Peak memory usage (total): 1.00 MiB.
2017.04.24 09:37:31.500893 [ 3 ] <Information> TCPHandler: Processed in 0.004 sec.

2017.04.24 10:04:11.313863 [ 3 ] <Information> TCPHandler: Done processing connection.
2017.04.24 10:04:36.359834 [ 4 ] <Information> Application: Received termination signal (Terminated)
2017.04.24 10:04:36.359978 [ 1 ] <Debug> Application: Received termination signal.
2017.04.24 10:04:36.360021 [ 1 ] <Debug> Application: Waiting for current connections to close.
2017.04.24 10:04:37.000043 [ 1 ] <Debug> Application: Closed all connections.
2017.04.24 10:04:37.004456 [ 1 ] <Information> Application: Shutting down storages.
2017.04.24 10:04:37.005499 [ 1 ] <Debug> Application: Shutted down storages.
2017.04.24 10:04:37.010125 [ 1 ] <Debug> Application: Destroyed global context.
2017.04.24 10:04:37.010483 [ 1 ] <Information> Application: shutting down
2017.04.24 10:04:37.011206 [ 1 ] <Debug> Application: Uninitializing subsystem: Logging Subsystem
2017.04.24 10:04:37.011572 [ 4 ] <Information> BaseDaemon: Stop SignalListener thread

參考:

https://clickhouse.yandex/

https://github.com/redsoftbiz/clickhouse-rpm


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