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:
- 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。
- 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
在 /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:
