• 【ClickHouse】4:clickhouse基本操作二 建库建表导数据


    背景介绍:

    有三台CentOS7服务器安装了ClickHouse

    HostName IP 安装程序 程序端口
    centf8118.sharding1.db 192.168.81.18 clickhouse-server,clickhouse-client 9000
    centf8119.sharding2.db 192.168.81.19 clickhouse-server,clickhouse-client 9000
    centf8120.sharding3.db 192.168.81.20 clickhouse-server,clickhouse-client 9000

     

     

     

    1:创建数据库

    CREATE DATABASE [IF NOT EXISTS] db_name [ON CLUSTER cluster] [ENGINE = engine(...)]
    

      

    CREATE DATABASE testdb;  //创建数据库

    DROP DATABASE testdb;     //删除数据库

    2:建表

    CREATE TABLE [IF NOT EXISTS] [db.]table_name [ON CLUSTER cluster]
    (
        name1 [type1] [DEFAULT|MATERIALIZED|ALIAS expr1] [compression_codec] [TTL expr1],
        name2 [type2] [DEFAULT|MATERIALIZED|ALIAS expr2] [compression_codec] [TTL expr2],
        ...
    ) ENGINE = engine
    

      

    CREATE TABLE test_table( 
        province        String, 
        province_name         String, 
        create_date           date 
    ) ENGINE = MergeTree(create_date, (province), 8192);
    
    如果直接这样执行会报错,有两种方法解决:
    1: 在每一行后面加右斜杠,比如:
    CREATE TABLE test_table( province String, province_name String, create_date
    date ) ENGINE = MergeTree(create_date, (province), 8192); 2: 在登录的时候加 -m参数支持多行模式,比如: clickhouse-client -m

    ENGINE:是表的引擎类型,最常用的MergeTree。还有一个Log引擎也是比较常用。MergeTree要求有一个日期字段,还有主键。Log没有这个限制。
    create_date:是表的日期字段,一个表必须要有一个日期字段。
    province:是表的主键,主键可以有多个字段,每个字段用逗号分隔
    8192:是索引粒度,用默认值8192即可。

    3:导入数据

    3.1:普通的CSV文件导入。

    cat > test_table.csv << EOF
    WA,WA_NAME,2020-08-25
    CA,CA_NAME,2020-09-25
    OR,OR_NAME,2020-10-25
    EOF
    

      

    –导数
    clickhouse-client --query "INSERT INTO testdb.test_table FORMAT CSV" < test_table.csv;


    –或者用管道的方式
    cat test_table.csv | clickhouse-client --query “INSERT INTO testdb.test_table FORMAT CSV”

    查看结果数据:

    centf8118.sharding1.db :) select * from test_table limit 2 ;
    
    SELECT *
    FROM test_table
    LIMIT 2
    
    ┌─province─┬─province_name─┬─create_date─┐
    │ WA       │ WA_NAME       │  2020-08-25 │
    └──────────┴───────────────┴─────────────┘
    ┌─province─┬─province_name─┬─create_date─┐
    │ CA       │ CA_NAME       │  2020-09-25 │
    └──────────┴───────────────┴─────────────┘
    
    2 rows in set. Elapsed: 0.004 sec. 
    View Code

    3.2:特殊的CSV文件导入(包含回车换行,转义符等)。

    –建表(sql语句)
    CREATE TABLE testdb.test_table3 ( id1 UInt32, id2 Float32, name1 String, name2 String, date1 Date, date2 DateTime) ENGINE = Log;

    –测试数据(Linux命令)

    [root@centf8118 tmp]# cat test_table3.csv
    1,123.456,”abc 123”,” abc" "'123”,2020-08-26,2020-08-26 17:08:09

    –执行导入(Linux命令)
    clickhouse-client --query "INSERT INTO testdb.test_table3 FORMAT CSV" < test_table3.csv

    –查看结果(sql语句)

    centf8118.sharding1.db :) select * from test_table3;
    
    SELECT *
    FROM test_table3
    
    ┌─id1─┬─────id2─┬─name1─────┬─name2────────────┬──────date1─┬───────────────date2─┐
    │   1123.456 │ ”abc 123” │ ”  abc"    "'123” │ 2020-08-26 │ 2020-08-26 17:08:09 │
    └─────┴─────────┴───────────┴──────────────────┴────────────┴─────────────────────┘
    View Code

    3.3:尝试导入官方提供的大数据表

    官方文档: https://clickhouse.tech/docs/en/getting-started/tutorial/

    1>>下载并提取表数据,提取的文件大小约为10GB。

    我这里下载到/data/clickhouse/tmp/目录下。

    curl https://clickhouse-datasets.s3.yandex.net/hits/tsv/hits_v1.tsv.xz | unxz --threads=`nproc` > hits_v1.tsv
    curl https://clickhouse-datasets.s3.yandex.net/visits/tsv/visits_v1.tsv.xz | unxz --threads=`nproc` > visits_v1.tsv
    

     

    [root@centf8118 tmp]# curl https://clickhouse-datasets.s3.yandex.net/hits/tsv/hits_v1.tsv.xz | unxz --threads=`nproc` > hits_v1.tsv
      % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current
                                     Dload  Upload   Total   Spent    Left  Speed
    100  802M  100  802M    0     0  8074k      0  0:01:41  0:01:41 --:--:-- 9047k
    [root@centf8118 tmp]# curl https://clickhouse-datasets.s3.yandex.net/visits/tsv/visits_v1.tsv.xz | unxz --threads=`nproc` > visits_v1.tsv
      % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current
                                     Dload  Upload   Total   Spent    Left  Speed
    100  405M  100  405M    0     0  8790k      0  0:00:47  0:00:47 --:--:-- 9911k

      

    查看目录下文件大小为9.8G。

    [root@centf8118 ~]# du -sh /data/clickhouse/tmp
    9.8G	/data/clickhouse/tmp
    

      

    2>>创建新的数据库:tutorial

    clickhouse-client --query "CREATE DATABASE IF NOT EXISTS tutorial"

    3>>创建要导入数据的表:tutorial.hits_v1和tutorial.visits_v1

    创建tutorial.hits_v1表:

    CREATE TABLE tutorial.hits_v1
    (
        `WatchID` UInt64,
        `JavaEnable` UInt8,
        `Title` String,
        `GoodEvent` Int16,
        `EventTime` DateTime,
        `EventDate` Date,
        `CounterID` UInt32,
        `ClientIP` UInt32,
        `ClientIP6` FixedString(16),
        `RegionID` UInt32,
        `UserID` UInt64,
        `CounterClass` Int8,
        `OS` UInt8,
        `UserAgent` UInt8,
        `URL` String,
        `Referer` String,
        `URLDomain` String,
        `RefererDomain` String,
        `Refresh` UInt8,
        `IsRobot` UInt8,
        `RefererCategories` Array(UInt16),
        `URLCategories` Array(UInt16),
        `URLRegions` Array(UInt32),
        `RefererRegions` Array(UInt32),
        `ResolutionWidth` UInt16,
        `ResolutionHeight` UInt16,
        `ResolutionDepth` UInt8,
        `FlashMajor` UInt8,
        `FlashMinor` UInt8,
        `FlashMinor2` String,
        `NetMajor` UInt8,
        `NetMinor` UInt8,
        `UserAgentMajor` UInt16,
        `UserAgentMinor` FixedString(2),
        `CookieEnable` UInt8,
        `JavascriptEnable` UInt8,
        `IsMobile` UInt8,
        `MobilePhone` UInt8,
        `MobilePhoneModel` String,
        `Params` String,
        `IPNetworkID` UInt32,
        `TraficSourceID` Int8,
        `SearchEngineID` UInt16,
        `SearchPhrase` String,
        `AdvEngineID` UInt8,
        `IsArtifical` UInt8,
        `WindowClientWidth` UInt16,
        `WindowClientHeight` UInt16,
        `ClientTimeZone` Int16,
        `ClientEventTime` DateTime,
        `SilverlightVersion1` UInt8,
        `SilverlightVersion2` UInt8,
        `SilverlightVersion3` UInt32,
        `SilverlightVersion4` UInt16,
        `PageCharset` String,
        `CodeVersion` UInt32,
        `IsLink` UInt8,
        `IsDownload` UInt8,
        `IsNotBounce` UInt8,
        `FUniqID` UInt64,
        `HID` UInt32,
        `IsOldCounter` UInt8,
        `IsEvent` UInt8,
        `IsParameter` UInt8,
        `DontCountHits` UInt8,
        `WithHash` UInt8,
        `HitColor` FixedString(1),
        `UTCEventTime` DateTime,
        `Age` UInt8,
        `Sex` UInt8,
        `Income` UInt8,
        `Interests` UInt16,
        `Robotness` UInt8,
        `GeneralInterests` Array(UInt16),
        `RemoteIP` UInt32,
        `RemoteIP6` FixedString(16),
        `WindowName` Int32,
        `OpenerName` Int32,
        `HistoryLength` Int16,
        `BrowserLanguage` FixedString(2),
        `BrowserCountry` FixedString(2),
        `SocialNetwork` String,
        `SocialAction` String,
        `HTTPError` UInt16,
        `SendTiming` Int32,
        `DNSTiming` Int32,
        `ConnectTiming` Int32,
        `ResponseStartTiming` Int32,
        `ResponseEndTiming` Int32,
        `FetchTiming` Int32,
        `RedirectTiming` Int32,
        `DOMInteractiveTiming` Int32,
        `DOMContentLoadedTiming` Int32,
        `DOMCompleteTiming` Int32,
        `LoadEventStartTiming` Int32,
        `LoadEventEndTiming` Int32,
        `NSToDOMContentLoadedTiming` Int32,
        `FirstPaintTiming` Int32,
        `RedirectCount` Int8,
        `SocialSourceNetworkID` UInt8,
        `SocialSourcePage` String,
        `ParamPrice` Int64,
        `ParamOrderID` String,
        `ParamCurrency` FixedString(3),
        `ParamCurrencyID` UInt16,
        `GoalsReached` Array(UInt32),
        `OpenstatServiceName` String,
        `OpenstatCampaignID` String,
        `OpenstatAdID` String,
        `OpenstatSourceID` String,
        `UTMSource` String,
        `UTMMedium` String,
        `UTMCampaign` String,
        `UTMContent` String,
        `UTMTerm` String,
        `FromTag` String,
        `HasGCLID` UInt8,
        `RefererHash` UInt64,
        `URLHash` UInt64,
        `CLID` UInt32,
        `YCLID` UInt64,
        `ShareService` String,
        `ShareURL` String,
        `ShareTitle` String,
        `ParsedParams` Nested(
            Key1 String,
            Key2 String,
            Key3 String,
            Key4 String,
            Key5 String,
            ValueDouble Float64),
        `IslandID` FixedString(16),
        `RequestNum` UInt32,
        `RequestTry` UInt8
    )
    ENGINE = MergeTree()
    PARTITION BY toYYYYMM(EventDate)
    ORDER BY (CounterID, EventDate, intHash32(UserID))
    SAMPLE BY intHash32(UserID)
    SETTINGS index_granularity = 8192;
    View Code

    创建tutorial.visits_v1表:

    CREATE TABLE tutorial.visits_v1
    (
        `CounterID` UInt32,
        `StartDate` Date,
        `Sign` Int8,
        `IsNew` UInt8,
        `VisitID` UInt64,
        `UserID` UInt64,
        `StartTime` DateTime,
        `Duration` UInt32,
        `UTCStartTime` DateTime,
        `PageViews` Int32,
        `Hits` Int32,
        `IsBounce` UInt8,
        `Referer` String,
        `StartURL` String,
        `RefererDomain` String,
        `StartURLDomain` String,
        `EndURL` String,
        `LinkURL` String,
        `IsDownload` UInt8,
        `TraficSourceID` Int8,
        `SearchEngineID` UInt16,
        `SearchPhrase` String,
        `AdvEngineID` UInt8,
        `PlaceID` Int32,
        `RefererCategories` Array(UInt16),
        `URLCategories` Array(UInt16),
        `URLRegions` Array(UInt32),
        `RefererRegions` Array(UInt32),
        `IsYandex` UInt8,
        `GoalReachesDepth` Int32,
        `GoalReachesURL` Int32,
        `GoalReachesAny` Int32,
        `SocialSourceNetworkID` UInt8,
        `SocialSourcePage` String,
        `MobilePhoneModel` String,
        `ClientEventTime` DateTime,
        `RegionID` UInt32,
        `ClientIP` UInt32,
        `ClientIP6` FixedString(16),
        `RemoteIP` UInt32,
        `RemoteIP6` FixedString(16),
        `IPNetworkID` UInt32,
        `SilverlightVersion3` UInt32,
        `CodeVersion` UInt32,
        `ResolutionWidth` UInt16,
        `ResolutionHeight` UInt16,
        `UserAgentMajor` UInt16,
        `UserAgentMinor` UInt16,
        `WindowClientWidth` UInt16,
        `WindowClientHeight` UInt16,
        `SilverlightVersion2` UInt8,
        `SilverlightVersion4` UInt16,
        `FlashVersion3` UInt16,
        `FlashVersion4` UInt16,
        `ClientTimeZone` Int16,
        `OS` UInt8,
        `UserAgent` UInt8,
        `ResolutionDepth` UInt8,
        `FlashMajor` UInt8,
        `FlashMinor` UInt8,
        `NetMajor` UInt8,
        `NetMinor` UInt8,
        `MobilePhone` UInt8,
        `SilverlightVersion1` UInt8,
        `Age` UInt8,
        `Sex` UInt8,
        `Income` UInt8,
        `JavaEnable` UInt8,
        `CookieEnable` UInt8,
        `JavascriptEnable` UInt8,
        `IsMobile` UInt8,
        `BrowserLanguage` UInt16,
        `BrowserCountry` UInt16,
        `Interests` UInt16,
        `Robotness` UInt8,
        `GeneralInterests` Array(UInt16),
        `Params` Array(String),
        `Goals` Nested(
            ID UInt32,
            Serial UInt32,
            EventTime DateTime,
            Price Int64,
            OrderID String,
            CurrencyID UInt32),
        `WatchIDs` Array(UInt64),
        `ParamSumPrice` Int64,
        `ParamCurrency` FixedString(3),
        `ParamCurrencyID` UInt16,
        `ClickLogID` UInt64,
        `ClickEventID` Int32,
        `ClickGoodEvent` Int32,
        `ClickEventTime` DateTime,
        `ClickPriorityID` Int32,
        `ClickPhraseID` Int32,
        `ClickPageID` Int32,
        `ClickPlaceID` Int32,
        `ClickTypeID` Int32,
        `ClickResourceID` Int32,
        `ClickCost` UInt32,
        `ClickClientIP` UInt32,
        `ClickDomainID` UInt32,
        `ClickURL` String,
        `ClickAttempt` UInt8,
        `ClickOrderID` UInt32,
        `ClickBannerID` UInt32,
        `ClickMarketCategoryID` UInt32,
        `ClickMarketPP` UInt32,
        `ClickMarketCategoryName` String,
        `ClickMarketPPName` String,
        `ClickAWAPSCampaignName` String,
        `ClickPageName` String,
        `ClickTargetType` UInt16,
        `ClickTargetPhraseID` UInt64,
        `ClickContextType` UInt8,
        `ClickSelectType` Int8,
        `ClickOptions` String,
        `ClickGroupBannerID` Int32,
        `OpenstatServiceName` String,
        `OpenstatCampaignID` String,
        `OpenstatAdID` String,
        `OpenstatSourceID` String,
        `UTMSource` String,
        `UTMMedium` String,
        `UTMCampaign` String,
        `UTMContent` String,
        `UTMTerm` String,
        `FromTag` String,
        `HasGCLID` UInt8,
        `FirstVisit` DateTime,
        `PredLastVisit` Date,
        `LastVisit` Date,
        `TotalVisits` UInt32,
        `TraficSource` Nested(
            ID Int8,
            SearchEngineID UInt16,
            AdvEngineID UInt8,
            PlaceID UInt16,
            SocialSourceNetworkID UInt8,
            Domain String,
            SearchPhrase String,
            SocialSourcePage String),
        `Attendance` FixedString(16),
        `CLID` UInt32,
        `YCLID` UInt64,
        `NormalizedRefererHash` UInt64,
        `SearchPhraseHash` UInt64,
        `RefererDomainHash` UInt64,
        `NormalizedStartURLHash` UInt64,
        `StartURLDomainHash` UInt64,
        `NormalizedEndURLHash` UInt64,
        `TopLevelDomain` UInt64,
        `URLScheme` UInt64,
        `OpenstatServiceNameHash` UInt64,
        `OpenstatCampaignIDHash` UInt64,
        `OpenstatAdIDHash` UInt64,
        `OpenstatSourceIDHash` UInt64,
        `UTMSourceHash` UInt64,
        `UTMMediumHash` UInt64,
        `UTMCampaignHash` UInt64,
        `UTMContentHash` UInt64,
        `UTMTermHash` UInt64,
        `FromHash` UInt64,
        `WebVisorEnabled` UInt8,
        `WebVisorActivity` UInt32,
        `ParsedParams` Nested(
            Key1 String,
            Key2 String,
            Key3 String,
            Key4 String,
            Key5 String,
            ValueDouble Float64),
        `Market` Nested(
            Type UInt8,
            GoalID UInt32,
            OrderID String,
            OrderPrice Int64,
            PP UInt32,
            DirectPlaceID UInt32,
            DirectOrderID UInt32,
            DirectBannerID UInt32,
            GoodID String,
            GoodName String,
            GoodQuantity Int32,
            GoodPrice Int64),
        `IslandID` FixedString(16)
    )
    ENGINE = CollapsingMergeTree(Sign)
    PARTITION BY toYYYYMM(StartDate)
    ORDER BY (CounterID, StartDate, intHash32(UserID), VisitID)
    SAMPLE BY intHash32(UserID)
    SETTINGS index_granularity = 8192
    View Code

    4>>导入数据

    clickhouse-client --query "INSERT INTO tutorial.hits_v1 FORMAT TSV" --max_insert_block_size=100000 < hits_v1.tsv
    
    clickhouse-client --query "INSERT INTO tutorial.visits_v1 FORMAT TSV" --max_insert_block_size=100000 < visits_v1.tsv
    

      

    数据导入完后,优化一下表

    clickhouse-client --query "OPTIMIZE TABLE tutorial.hits_v1 FINAL"
    
    clickhouse-client --query "OPTIMIZE TABLE tutorial.visits_v1 FINAL"
    

      

    优化完之后,查看下表数据量

    clickhouse-client --query "SELECT COUNT(*) FROM tutorial.hits_v1"
    
    clickhouse-client --query "SELECT COUNT(*) FROM tutorial.visits_v1"
    

      

    [root@centf8118 tmp]# clickhouse-client --query "SELECT COUNT(*) FROM tutorial.hits_v1"
    8873898
    [root@centf8118 tmp]# clickhouse-client --query "SELECT COUNT(*) FROM tutorial.visits_v1"
    1676861
    View Code

    查询数据

    SELECT
        StartURL AS URL,
        AVG(Duration) AS AvgDuration
    FROM tutorial.visits_v1
    WHERE StartDate BETWEEN '2014-03-23' AND '2014-03-30'
    GROUP BY URL
    ORDER BY AvgDuration DESC
    LIMIT 10
    
    
    
    
    SELECT
        sum(Sign) AS visits,
        sumIf(Sign, has(Goals.ID, 1105530)) AS goal_visits,
        (100. * goal_visits) / visits AS goal_percent
    FROM tutorial.visits_v1
    WHERE (CounterID = 912887) AND (toYYYYMM(StartDate) = 201403) AND (domain(StartURL) = 'yandex.ru')
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  • 原文地址:https://www.cnblogs.com/DBArtist/p/clickhouse_ddl.html
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