mirror of
https://github.com/ClickHouse/ClickHouse.git
synced 2024-12-14 18:32:29 +00:00
1223 lines
50 KiB
Markdown
1223 lines
50 KiB
Markdown
Go to https://www.monetdb.org/
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The graphical design of the website is a bit old-fashioned but I do not afraid.
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Download now.
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Latest binary releases.
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Ubuntu & Debian.
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https://www.monetdb.org/downloads/deb/
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Go to the server where you want to install MonetDB.
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```
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$ sudo mcedit /etc/apt/sources.list.d/monetdb.list
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```
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Write:
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```
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deb https://dev.monetdb.org/downloads/deb/ bionic monetdb
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```
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```
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$ wget --output-document=- https://www.monetdb.org/downloads/MonetDB-GPG-KEY | sudo apt-key add -
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$ sudo apt update
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$ sudo apt install monetdb5-sql monetdb-client
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$ sudo systemctl enable monetdbd
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$ sudo systemctl start monetdbd
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$ sudo usermod -a -G monetdb $USER
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```
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Logout and login back to your server.
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Tutorial:
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https://www.monetdb.org/Documentation/UserGuide/Tutorial
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Creating the database:
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```
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$ sudo mkdir /opt/monetdb
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$ sudo chmod 777 /opt/monetdb
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$ monetdbd create /opt/monetdb
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$ monetdbd start /opt/monetdb
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cannot remove socket files
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```
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Don't know what it's doing but I hope it's Ok to ignore.
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```
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$ monetdb create test
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created database in maintenance mode: test
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$ monetdb release test
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taken database out of maintenance mode: test
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```
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Run client:
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```
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$ mclient -u monetdb -d test
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```
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Type password: monetdb
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```
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$ mclient -u monetdb -d test
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password:
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Welcome to mclient, the MonetDB/SQL interactive terminal (Jun2020-SP1)
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Database: MonetDB v11.37.11 (Jun2020-SP1), 'mapi:monetdb://mtlog-perftest03j:50000/test'
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FOLLOW US on https://twitter.com/MonetDB or https://github.com/MonetDB/MonetDB
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Type \q to quit, \? for a list of available commands
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auto commit mode: on
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sql>SELECT 1
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more>;
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+------+
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| %2 |
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+======+
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| 1 |
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+------+
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1 tuple
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```
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Yes, it works.
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The only downside is the lack of whitespace after `sql>`.
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Upload the dataset.
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```
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CREATE TABLE hits
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(
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"WatchID" BIGINT,
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"JavaEnable" TINYINT,
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"Title" TEXT,
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"GoodEvent" SMALLINT,
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"EventTime" TIMESTAMP,
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"EventDate" Date,
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"CounterID" INTEGER,
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"ClientIP" INTEGER,
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"RegionID" INTEGER,
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"UserID" BIGINT,
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"CounterClass" TINYINT,
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"OS" TINYINT,
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"UserAgent" TINYINT,
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"URL" TEXT,
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"Referer" TEXT,
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"Refresh" TINYINT,
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"RefererCategoryID" SMALLINT,
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"RefererRegionID" INTEGER,
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"URLCategoryID" SMALLINT,
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"URLRegionID" INTEGER,
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"ResolutionWidth" SMALLINT,
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"ResolutionHeight" SMALLINT,
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"ResolutionDepth" TINYINT,
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"FlashMajor" TINYINT,
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"FlashMinor" TINYINT,
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"FlashMinor2" TEXT,
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"NetMajor" TINYINT,
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"NetMinor" TINYINT,
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"UserAgentMajor" SMALLINT,
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"UserAgentMinor" TEXT(16),
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"CookieEnable" TINYINT,
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"JavascriptEnable" TINYINT,
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"IsMobile" TINYINT,
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"MobilePhone" TINYINT,
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"MobilePhoneModel" TEXT,
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"Params" TEXT,
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"IPNetworkID" INTEGER,
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"TraficSourceID" TINYINT,
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"SearchEngineID" SMALLINT,
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"SearchPhrase" TEXT,
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"AdvEngineID" TINYINT,
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"IsArtifical" TINYINT,
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"WindowClientWidth" SMALLINT,
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"WindowClientHeight" SMALLINT,
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"ClientTimeZone" SMALLINT,
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"ClientEventTime" TIMESTAMP,
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"SilverlightVersion1" TINYINT,
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"SilverlightVersion2" TINYINT,
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"SilverlightVersion3" INTEGER,
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"SilverlightVersion4" SMALLINT,
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"PageCharset" TEXT,
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"CodeVersion" INTEGER,
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"IsLink" TINYINT,
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"IsDownload" TINYINT,
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"IsNotBounce" TINYINT,
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"FUniqID" BIGINT,
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"OriginalURL" TEXT,
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"HID" INTEGER,
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"IsOldCounter" TINYINT,
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"IsEvent" TINYINT,
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"IsParameter" TINYINT,
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"DontCountHits" TINYINT,
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"WithHash" TINYINT,
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"HitColor" TEXT(8),
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"LocalEventTime" TIMESTAMP,
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"Age" TINYINT,
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"Sex" TINYINT,
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"Income" TINYINT,
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"Interests" SMALLINT,
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"Robotness" TINYINT,
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"RemoteIP" INTEGER,
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"WindowName" INTEGER,
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"OpenerName" INTEGER,
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"HistoryLength" SMALLINT,
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"BrowserLanguage" TEXT(16),
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"BrowserCountry" TEXT(16),
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"SocialNetwork" TEXT,
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"SocialAction" TEXT,
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"HTTPError" SMALLINT,
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"SendTiming" INTEGER,
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"DNSTiming" INTEGER,
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"ConnectTiming" INTEGER,
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"ResponseStartTiming" INTEGER,
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"ResponseEndTiming" INTEGER,
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"FetchTiming" INTEGER,
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"SocialSourceNetworkID" TINYINT,
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"SocialSourcePage" TEXT,
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"ParamPrice" BIGINT,
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"ParamOrderID" TEXT,
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"ParamCurrency" TEXT,
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"ParamCurrencyID" SMALLINT,
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"OpenstatServiceName" TEXT,
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"OpenstatCampaignID" TEXT,
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"OpenstatAdID" TEXT,
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"OpenstatSourceID" TEXT,
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"UTMSource" TEXT,
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"UTMMedium" TEXT,
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"UTMCampaign" TEXT,
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"UTMContent" TEXT,
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"UTMTerm" TEXT,
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"FromTag" TEXT,
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"HasGCLID" TINYINT,
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"RefererHash" BIGINT,
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"URLHash" BIGINT,
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"CLID" INTEGER
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);
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operation successful
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```
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```
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sql>SELECT * FROM hits;
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+---------+------------+-------+-----------+-----------+-----------+-----------+----------+----------+--------+--------------+----+-----------+-----+---------+---------+-------------------+
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| WatchID | JavaEnable | Title | GoodEvent | EventTime | EventDate | CounterID | ClientIP | RegionID | UserID | CounterClass | OS | UserAgent | URL | Referer | Refresh | RefererCategoryID |>
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+=========+============+=======+===========+===========+===========+===========+==========+==========+========+==============+====+===========+=====+=========+=========+===================+
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+---------+------------+-------+-----------+-----------+-----------+-----------+----------+----------+--------+--------------+----+-----------+-----+---------+---------+-------------------+
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0 tuples !88 columns dropped!
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note: to disable dropping columns and/or truncating fields use \w-1
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```
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Perfect.
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https://www.monetdb.org/Documentation/Reference/MonetDBClientApplications/mclient - broken link on page https://www.monetdb.org/Documentation/ServerAdministration/QueryTiming
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COPY command: https://www.monetdb.org/Documentation/SQLreference/SQLSyntaxOverview#COPY_INTO_FROM
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`COPY INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated.csv' USING DELIMITERS ',', '\n', '"';`
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```
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sql>COPY INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated.csv' USING DELIMITERS ',', '\n', '"';
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Failed to import table 'hits', line 55390 field Robotness 'tinyint' expected in '-128'
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```
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TINYINT - 8 bit signed integer between -127 and 127
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The smallest negative number is not supported by any of the types.
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It makes impossible to store the values of 64bit identifiers in BIGINT.
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Maybe it's a trick to optimize NULLs?
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Let's just cheat and add one to all the most negative numbers while exporting dataset from ClickHouse...
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```
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SELECT
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toInt64(WatchID) = -9223372036854775808 ? -9223372036854775807 : toInt64(WatchID),
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toInt8(JavaEnable) = -128 ? -127 : toInt8(JavaEnable),
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toValidUTF8(toString(Title)),
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toInt16(GoodEvent) = -32768 ? -32767 : toInt16(GoodEvent),
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EventTime,
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EventDate,
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toInt32(CounterID) = -2147483648 ? -2147483647 : toInt32(CounterID),
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toInt32(ClientIP) = -2147483648 ? -2147483647 : toInt32(ClientIP),
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toInt32(RegionID) = -2147483648 ? -2147483647 : toInt32(RegionID),
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toInt64(UserID) = -9223372036854775808 ? -9223372036854775807 : toInt64(UserID),
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toInt8(CounterClass) = -128 ? -127 : toInt8(CounterClass),
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toInt8(OS) = -128 ? -127 : toInt8(OS),
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toInt8(UserAgent) = -128 ? -127 : toInt8(UserAgent),
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toValidUTF8(toString(URL)),
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toValidUTF8(toString(Referer)),
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toInt8(Refresh) = -128 ? -127 : toInt8(Refresh),
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toInt16(RefererCategoryID) = -32768 ? -32767 : toInt16(RefererCategoryID),
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toInt32(RefererRegionID) = -2147483648 ? -2147483647 : toInt32(RefererRegionID),
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toInt16(URLCategoryID) = -32768 ? -32767 : toInt16(URLCategoryID),
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toInt32(URLRegionID) = -2147483648 ? -2147483647 : toInt32(URLRegionID),
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toInt16(ResolutionWidth) = -32768 ? -32767 : toInt16(ResolutionWidth),
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toInt16(ResolutionHeight) = -32768 ? -32767 : toInt16(ResolutionHeight),
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toInt8(ResolutionDepth) = -128 ? -127 : toInt8(ResolutionDepth),
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toInt8(FlashMajor) = -128 ? -127 : toInt8(FlashMajor),
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toInt8(FlashMinor) = -128 ? -127 : toInt8(FlashMinor),
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toValidUTF8(toString(FlashMinor2)),
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toInt8(NetMajor) = -128 ? -127 : toInt8(NetMajor),
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toInt8(NetMinor) = -128 ? -127 : toInt8(NetMinor),
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toInt16(UserAgentMajor) = -32768 ? -32767 : toInt16(UserAgentMajor),
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toValidUTF8(toString(UserAgentMinor)),
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toInt8(CookieEnable) = -128 ? -127 : toInt8(CookieEnable),
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toInt8(JavascriptEnable) = -128 ? -127 : toInt8(JavascriptEnable),
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toInt8(IsMobile) = -128 ? -127 : toInt8(IsMobile),
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toInt8(MobilePhone) = -128 ? -127 : toInt8(MobilePhone),
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toValidUTF8(toString(MobilePhoneModel)),
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toValidUTF8(toString(Params)),
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toInt32(IPNetworkID) = -2147483648 ? -2147483647 : toInt32(IPNetworkID),
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toInt8(TraficSourceID) = -128 ? -127 : toInt8(TraficSourceID),
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toInt16(SearchEngineID) = -32768 ? -32767 : toInt16(SearchEngineID),
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toValidUTF8(toString(SearchPhrase)),
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toInt8(AdvEngineID) = -128 ? -127 : toInt8(AdvEngineID),
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toInt8(IsArtifical) = -128 ? -127 : toInt8(IsArtifical),
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toInt16(WindowClientWidth) = -32768 ? -32767 : toInt16(WindowClientWidth),
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toInt16(WindowClientHeight) = -32768 ? -32767 : toInt16(WindowClientHeight),
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toInt16(ClientTimeZone) = -32768 ? -32767 : toInt16(ClientTimeZone),
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ClientEventTime,
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toInt8(SilverlightVersion1) = -128 ? -127 : toInt8(SilverlightVersion1),
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toInt8(SilverlightVersion2) = -128 ? -127 : toInt8(SilverlightVersion2),
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toInt32(SilverlightVersion3) = -2147483648 ? -2147483647 : toInt32(SilverlightVersion3),
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toInt16(SilverlightVersion4) = -32768 ? -32767 : toInt16(SilverlightVersion4),
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toValidUTF8(toString(PageCharset)),
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toInt32(CodeVersion) = -2147483648 ? -2147483647 : toInt32(CodeVersion),
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toInt8(IsLink) = -128 ? -127 : toInt8(IsLink),
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toInt8(IsDownload) = -128 ? -127 : toInt8(IsDownload),
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toInt8(IsNotBounce) = -128 ? -127 : toInt8(IsNotBounce),
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toInt64(FUniqID) = -9223372036854775808 ? -9223372036854775807 : toInt64(FUniqID),
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toValidUTF8(toString(OriginalURL)),
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toInt32(HID) = -2147483648 ? -2147483647 : toInt32(HID),
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toInt8(IsOldCounter) = -128 ? -127 : toInt8(IsOldCounter),
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toInt8(IsEvent) = -128 ? -127 : toInt8(IsEvent),
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toInt8(IsParameter) = -128 ? -127 : toInt8(IsParameter),
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toInt8(DontCountHits) = -128 ? -127 : toInt8(DontCountHits),
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toInt8(WithHash) = -128 ? -127 : toInt8(WithHash),
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toValidUTF8(toString(HitColor)),
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LocalEventTime,
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toInt8(Age) = -128 ? -127 : toInt8(Age),
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toInt8(Sex) = -128 ? -127 : toInt8(Sex),
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toInt8(Income) = -128 ? -127 : toInt8(Income),
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toInt16(Interests) = -32768 ? -32767 : toInt16(Interests),
|
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toInt8(Robotness) = -128 ? -127 : toInt8(Robotness),
|
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toInt32(RemoteIP) = -2147483648 ? -2147483647 : toInt32(RemoteIP),
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toInt32(WindowName) = -2147483648 ? -2147483647 : toInt32(WindowName),
|
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toInt32(OpenerName) = -2147483648 ? -2147483647 : toInt32(OpenerName),
|
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toInt16(HistoryLength) = -32768 ? -32767 : toInt16(HistoryLength),
|
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toValidUTF8(toString(BrowserLanguage)),
|
||
toValidUTF8(toString(BrowserCountry)),
|
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toValidUTF8(toString(SocialNetwork)),
|
||
toValidUTF8(toString(SocialAction)),
|
||
toInt16(HTTPError) = -32768 ? -32767 : toInt16(HTTPError),
|
||
toInt32(SendTiming) = -2147483648 ? -2147483647 : toInt32(SendTiming),
|
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toInt32(DNSTiming) = -2147483648 ? -2147483647 : toInt32(DNSTiming),
|
||
toInt32(ConnectTiming) = -2147483648 ? -2147483647 : toInt32(ConnectTiming),
|
||
toInt32(ResponseStartTiming) = -2147483648 ? -2147483647 : toInt32(ResponseStartTiming),
|
||
toInt32(ResponseEndTiming) = -2147483648 ? -2147483647 : toInt32(ResponseEndTiming),
|
||
toInt32(FetchTiming) = -2147483648 ? -2147483647 : toInt32(FetchTiming),
|
||
toInt8(SocialSourceNetworkID) = -128 ? -127 : toInt8(SocialSourceNetworkID),
|
||
toValidUTF8(toString(SocialSourcePage)),
|
||
toInt64(ParamPrice) = -9223372036854775808 ? -9223372036854775807 : toInt64(ParamPrice),
|
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toValidUTF8(toString(ParamOrderID)),
|
||
toValidUTF8(toString(ParamCurrency)),
|
||
toInt16(ParamCurrencyID) = -32768 ? -32767 : toInt16(ParamCurrencyID),
|
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toValidUTF8(toString(OpenstatServiceName)),
|
||
toValidUTF8(toString(OpenstatCampaignID)),
|
||
toValidUTF8(toString(OpenstatAdID)),
|
||
toValidUTF8(toString(OpenstatSourceID)),
|
||
toValidUTF8(toString(UTMSource)),
|
||
toValidUTF8(toString(UTMMedium)),
|
||
toValidUTF8(toString(UTMCampaign)),
|
||
toValidUTF8(toString(UTMContent)),
|
||
toValidUTF8(toString(UTMTerm)),
|
||
toValidUTF8(toString(FromTag)),
|
||
toInt8(HasGCLID) = -128 ? -127 : toInt8(HasGCLID),
|
||
toInt64(RefererHash) = -9223372036854775808 ? -9223372036854775807 : toInt64(RefererHash),
|
||
toInt64(URLHash) = -9223372036854775808 ? -9223372036854775807 : toInt64(URLHash),
|
||
toInt32(CLID) = -2147483648 ? -2147483647 : toInt32(CLID)
|
||
FROM hits_100m_obfuscated
|
||
INTO OUTFILE '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.csv'
|
||
FORMAT CSV;
|
||
```
|
||
|
||
Try №2.
|
||
|
||
`COPY INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.csv' USING DELIMITERS ',', '\n', '"';`
|
||
|
||
|
||
```
|
||
sql>COPY INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.csv' USING DELIMITERS ',', '\n', '"';
|
||
Failed to import table 'hits', line 1: column 106: Leftover data '1526320043,139,7122783580357023164,1,44,2,"http://smeshariki.ru/a-albumshowtopic/8940180","http://video.yandex.ru/yandex.ru/site=&airbag=&srt=0&fu=0",0,0,20,0,22,1917,879,37,15,13,"800",0,0,10,"sO",1,1,0,0,"","",3626245,-1,0,"",0,0,746,459,135,"2013-07-21 15:14:16",0,0,0,0,"windows",1,0,0,0,8675577400349020325,"",1034597214,0,0,0,0,0,"5","2013-07-21 11:14:27",31,1,2,3557,5,1782490839,-1,-1,-1,"S0","<22>
|
||
"
|
||
```
|
||
|
||
Looks like it does not support newlines inside string literals.
|
||
|
||
Let's dig into https://www.monetdb.org/Documentation/ServerAdministration/LoadingBulkData/CSVBulkLoads
|
||
|
||
First, it's better to specify the number of records:
|
||
`COPY 100000000 RECORDS INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.csv' USING DELIMITERS ',', '\n', '"';`
|
||
|
||
> Quote characters in quoted fields may be escaped with a backslash.
|
||
|
||
Ok, then it's TSV, not CSV. Let's create TSV dump...
|
||
|
||
|
||
```
|
||
SELECT
|
||
toInt64(WatchID) = -9223372036854775808 ? -9223372036854775807 : toInt64(WatchID),
|
||
toInt8(JavaEnable) = -128 ? -127 : toInt8(JavaEnable),
|
||
toValidUTF8(toString(Title)),
|
||
toInt16(GoodEvent) = -32768 ? -32767 : toInt16(GoodEvent),
|
||
EventTime,
|
||
EventDate,
|
||
toInt32(CounterID) = -2147483648 ? -2147483647 : toInt32(CounterID),
|
||
toInt32(ClientIP) = -2147483648 ? -2147483647 : toInt32(ClientIP),
|
||
toInt32(RegionID) = -2147483648 ? -2147483647 : toInt32(RegionID),
|
||
toInt64(UserID) = -9223372036854775808 ? -9223372036854775807 : toInt64(UserID),
|
||
toInt8(CounterClass) = -128 ? -127 : toInt8(CounterClass),
|
||
toInt8(OS) = -128 ? -127 : toInt8(OS),
|
||
toInt8(UserAgent) = -128 ? -127 : toInt8(UserAgent),
|
||
toValidUTF8(toString(URL)),
|
||
toValidUTF8(toString(Referer)),
|
||
toInt8(Refresh) = -128 ? -127 : toInt8(Refresh),
|
||
toInt16(RefererCategoryID) = -32768 ? -32767 : toInt16(RefererCategoryID),
|
||
toInt32(RefererRegionID) = -2147483648 ? -2147483647 : toInt32(RefererRegionID),
|
||
toInt16(URLCategoryID) = -32768 ? -32767 : toInt16(URLCategoryID),
|
||
toInt32(URLRegionID) = -2147483648 ? -2147483647 : toInt32(URLRegionID),
|
||
toInt16(ResolutionWidth) = -32768 ? -32767 : toInt16(ResolutionWidth),
|
||
toInt16(ResolutionHeight) = -32768 ? -32767 : toInt16(ResolutionHeight),
|
||
toInt8(ResolutionDepth) = -128 ? -127 : toInt8(ResolutionDepth),
|
||
toInt8(FlashMajor) = -128 ? -127 : toInt8(FlashMajor),
|
||
toInt8(FlashMinor) = -128 ? -127 : toInt8(FlashMinor),
|
||
toValidUTF8(toString(FlashMinor2)),
|
||
toInt8(NetMajor) = -128 ? -127 : toInt8(NetMajor),
|
||
toInt8(NetMinor) = -128 ? -127 : toInt8(NetMinor),
|
||
toInt16(UserAgentMajor) = -32768 ? -32767 : toInt16(UserAgentMajor),
|
||
toValidUTF8(toString(UserAgentMinor)),
|
||
toInt8(CookieEnable) = -128 ? -127 : toInt8(CookieEnable),
|
||
toInt8(JavascriptEnable) = -128 ? -127 : toInt8(JavascriptEnable),
|
||
toInt8(IsMobile) = -128 ? -127 : toInt8(IsMobile),
|
||
toInt8(MobilePhone) = -128 ? -127 : toInt8(MobilePhone),
|
||
toValidUTF8(toString(MobilePhoneModel)),
|
||
toValidUTF8(toString(Params)),
|
||
toInt32(IPNetworkID) = -2147483648 ? -2147483647 : toInt32(IPNetworkID),
|
||
toInt8(TraficSourceID) = -128 ? -127 : toInt8(TraficSourceID),
|
||
toInt16(SearchEngineID) = -32768 ? -32767 : toInt16(SearchEngineID),
|
||
toValidUTF8(toString(SearchPhrase)),
|
||
toInt8(AdvEngineID) = -128 ? -127 : toInt8(AdvEngineID),
|
||
toInt8(IsArtifical) = -128 ? -127 : toInt8(IsArtifical),
|
||
toInt16(WindowClientWidth) = -32768 ? -32767 : toInt16(WindowClientWidth),
|
||
toInt16(WindowClientHeight) = -32768 ? -32767 : toInt16(WindowClientHeight),
|
||
toInt16(ClientTimeZone) = -32768 ? -32767 : toInt16(ClientTimeZone),
|
||
ClientEventTime,
|
||
toInt8(SilverlightVersion1) = -128 ? -127 : toInt8(SilverlightVersion1),
|
||
toInt8(SilverlightVersion2) = -128 ? -127 : toInt8(SilverlightVersion2),
|
||
toInt32(SilverlightVersion3) = -2147483648 ? -2147483647 : toInt32(SilverlightVersion3),
|
||
toInt16(SilverlightVersion4) = -32768 ? -32767 : toInt16(SilverlightVersion4),
|
||
toValidUTF8(toString(PageCharset)),
|
||
toInt32(CodeVersion) = -2147483648 ? -2147483647 : toInt32(CodeVersion),
|
||
toInt8(IsLink) = -128 ? -127 : toInt8(IsLink),
|
||
toInt8(IsDownload) = -128 ? -127 : toInt8(IsDownload),
|
||
toInt8(IsNotBounce) = -128 ? -127 : toInt8(IsNotBounce),
|
||
toInt64(FUniqID) = -9223372036854775808 ? -9223372036854775807 : toInt64(FUniqID),
|
||
toValidUTF8(toString(OriginalURL)),
|
||
toInt32(HID) = -2147483648 ? -2147483647 : toInt32(HID),
|
||
toInt8(IsOldCounter) = -128 ? -127 : toInt8(IsOldCounter),
|
||
toInt8(IsEvent) = -128 ? -127 : toInt8(IsEvent),
|
||
toInt8(IsParameter) = -128 ? -127 : toInt8(IsParameter),
|
||
toInt8(DontCountHits) = -128 ? -127 : toInt8(DontCountHits),
|
||
toInt8(WithHash) = -128 ? -127 : toInt8(WithHash),
|
||
toValidUTF8(toString(HitColor)),
|
||
LocalEventTime,
|
||
toInt8(Age) = -128 ? -127 : toInt8(Age),
|
||
toInt8(Sex) = -128 ? -127 : toInt8(Sex),
|
||
toInt8(Income) = -128 ? -127 : toInt8(Income),
|
||
toInt16(Interests) = -32768 ? -32767 : toInt16(Interests),
|
||
toInt8(Robotness) = -128 ? -127 : toInt8(Robotness),
|
||
toInt32(RemoteIP) = -2147483648 ? -2147483647 : toInt32(RemoteIP),
|
||
toInt32(WindowName) = -2147483648 ? -2147483647 : toInt32(WindowName),
|
||
toInt32(OpenerName) = -2147483648 ? -2147483647 : toInt32(OpenerName),
|
||
toInt16(HistoryLength) = -32768 ? -32767 : toInt16(HistoryLength),
|
||
toValidUTF8(toString(BrowserLanguage)),
|
||
toValidUTF8(toString(BrowserCountry)),
|
||
toValidUTF8(toString(SocialNetwork)),
|
||
toValidUTF8(toString(SocialAction)),
|
||
toInt16(HTTPError) = -32768 ? -32767 : toInt16(HTTPError),
|
||
toInt32(SendTiming) = -2147483648 ? -2147483647 : toInt32(SendTiming),
|
||
toInt32(DNSTiming) = -2147483648 ? -2147483647 : toInt32(DNSTiming),
|
||
toInt32(ConnectTiming) = -2147483648 ? -2147483647 : toInt32(ConnectTiming),
|
||
toInt32(ResponseStartTiming) = -2147483648 ? -2147483647 : toInt32(ResponseStartTiming),
|
||
toInt32(ResponseEndTiming) = -2147483648 ? -2147483647 : toInt32(ResponseEndTiming),
|
||
toInt32(FetchTiming) = -2147483648 ? -2147483647 : toInt32(FetchTiming),
|
||
toInt8(SocialSourceNetworkID) = -128 ? -127 : toInt8(SocialSourceNetworkID),
|
||
toValidUTF8(toString(SocialSourcePage)),
|
||
toInt64(ParamPrice) = -9223372036854775808 ? -9223372036854775807 : toInt64(ParamPrice),
|
||
toValidUTF8(toString(ParamOrderID)),
|
||
toValidUTF8(toString(ParamCurrency)),
|
||
toInt16(ParamCurrencyID) = -32768 ? -32767 : toInt16(ParamCurrencyID),
|
||
toValidUTF8(toString(OpenstatServiceName)),
|
||
toValidUTF8(toString(OpenstatCampaignID)),
|
||
toValidUTF8(toString(OpenstatAdID)),
|
||
toValidUTF8(toString(OpenstatSourceID)),
|
||
toValidUTF8(toString(UTMSource)),
|
||
toValidUTF8(toString(UTMMedium)),
|
||
toValidUTF8(toString(UTMCampaign)),
|
||
toValidUTF8(toString(UTMContent)),
|
||
toValidUTF8(toString(UTMTerm)),
|
||
toValidUTF8(toString(FromTag)),
|
||
toInt8(HasGCLID) = -128 ? -127 : toInt8(HasGCLID),
|
||
toInt64(RefererHash) = -9223372036854775808 ? -9223372036854775807 : toInt64(RefererHash),
|
||
toInt64(URLHash) = -9223372036854775808 ? -9223372036854775807 : toInt64(URLHash),
|
||
toInt32(CLID) = -2147483648 ? -2147483647 : toInt32(CLID)
|
||
FROM hits_100m_obfuscated
|
||
INTO OUTFILE '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.tsv'
|
||
FORMAT TSV;
|
||
```
|
||
|
||
MonetDB client lacks history.
|
||
|
||
`mclient -u monetdb -d test --timer=clock`
|
||
|
||
`COPY 100000000 RECORDS INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.tsv' USING DELIMITERS '\t', '\n', '';`
|
||
|
||
```
|
||
sql>COPY 100000000 RECORDS INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.tsv' USING DELIMITERS '\t', '\n', '';
|
||
Failed to import table 'hits',
|
||
clk: 1.200 sec
|
||
```
|
||
|
||
Now it gives incomprehensible error...
|
||
Looks like it because of 100000000 RECORDS.
|
||
Let's try without it.
|
||
|
||
`COPY INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.tsv' USING DELIMITERS '\t', '\n', '';`
|
||
|
||
Ok, it appeared to work...
|
||
|
||
`top -d0.5`
|
||
|
||
`mserver5` consumes about 1 CPU core but with strange pauses.
|
||
|
||
```
|
||
sql>COPY INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.tsv' USING DELIMITERS '\t', '\n', '';
|
||
Failed to import table 'hits',
|
||
clk: 2:31 min
|
||
```
|
||
|
||
It does not work and there is no explanation available.
|
||
|
||
When I type Ctrl+D in CLI, it does not output a line feed into terminal.
|
||
|
||
Let's google it.
|
||
https://www.monetdb.org/pipermail/users-list/2013-November/007014.html
|
||
|
||
Probably it because of no quoting for strings.
|
||
Let's create a dump with `|` as a separator, `"` as string quote and C-style escaping.
|
||
But it's impossible to create dump in that format in ClickHouse.
|
||
|
||
Let's consider using binary format...
|
||
|
||
Ok, before we consider binary format, maybe we need to write character literals as E'\t' instead of '\t'?
|
||
|
||
`mclient` does not have an option to specify password in command line, it's annoying.
|
||
PS. I found how to solve it here: https://www.monetdb.org/Documentation/ServerAdministration/ServerSetupAndConfiguration
|
||
|
||
```
|
||
COPY INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.tsv' USING DELIMITERS E'\t', E'\n', E'';
|
||
```
|
||
|
||
It does not work either:
|
||
|
||
```
|
||
sql>COPY INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.tsv' USING DELIMITERS E'\t', E'\n', E'';
|
||
Failed to import table 'hits', Failed to extend the BAT, perhaps disk full
|
||
clk: 1:17 min
|
||
```
|
||
|
||
Let's try binary import. But it would not work:
|
||
|
||
> For variable length strings, the file must have one C-based string value per line, terminated by a newline, and it is processed without escape character conversion. Fixed length strings are handled the same way. MonetDB assumes that all files are aligned, i.e. the i-th value in each file corresponds to the i-th record in the table.
|
||
|
||
According to the docs, there is no way to import strings with line feed characters.
|
||
|
||
BTW, the favicon of the MonetDB website makes an impression that the web page is constantly loading (it looks like a spinner).
|
||
|
||
Let's cheat again and replace all line feeds in strings to whitespaces and all double quotes to single quotes.
|
||
|
||
```
|
||
SELECT
|
||
toInt64(WatchID) = -9223372036854775808 ? -9223372036854775807 : toInt64(WatchID),
|
||
toInt8(JavaEnable) = -128 ? -127 : toInt8(JavaEnable),
|
||
replaceAll(replaceAll(toValidUTF8(toString(Title)), '\n', ' '), '"', '\''),
|
||
toInt16(GoodEvent) = -32768 ? -32767 : toInt16(GoodEvent),
|
||
EventTime,
|
||
EventDate,
|
||
toInt32(CounterID) = -2147483648 ? -2147483647 : toInt32(CounterID),
|
||
toInt32(ClientIP) = -2147483648 ? -2147483647 : toInt32(ClientIP),
|
||
toInt32(RegionID) = -2147483648 ? -2147483647 : toInt32(RegionID),
|
||
toInt64(UserID) = -9223372036854775808 ? -9223372036854775807 : toInt64(UserID),
|
||
toInt8(CounterClass) = -128 ? -127 : toInt8(CounterClass),
|
||
toInt8(OS) = -128 ? -127 : toInt8(OS),
|
||
toInt8(UserAgent) = -128 ? -127 : toInt8(UserAgent),
|
||
replaceAll(replaceAll(toValidUTF8(toString(URL)), '\n', ' '), '"', '\''),
|
||
replaceAll(replaceAll(toValidUTF8(toString(Referer)), '\n', ' '), '"', '\''),
|
||
toInt8(Refresh) = -128 ? -127 : toInt8(Refresh),
|
||
toInt16(RefererCategoryID) = -32768 ? -32767 : toInt16(RefererCategoryID),
|
||
toInt32(RefererRegionID) = -2147483648 ? -2147483647 : toInt32(RefererRegionID),
|
||
toInt16(URLCategoryID) = -32768 ? -32767 : toInt16(URLCategoryID),
|
||
toInt32(URLRegionID) = -2147483648 ? -2147483647 : toInt32(URLRegionID),
|
||
toInt16(ResolutionWidth) = -32768 ? -32767 : toInt16(ResolutionWidth),
|
||
toInt16(ResolutionHeight) = -32768 ? -32767 : toInt16(ResolutionHeight),
|
||
toInt8(ResolutionDepth) = -128 ? -127 : toInt8(ResolutionDepth),
|
||
toInt8(FlashMajor) = -128 ? -127 : toInt8(FlashMajor),
|
||
toInt8(FlashMinor) = -128 ? -127 : toInt8(FlashMinor),
|
||
replaceAll(replaceAll(toValidUTF8(toString(FlashMinor2)), '\n', ' '), '"', '\''),
|
||
toInt8(NetMajor) = -128 ? -127 : toInt8(NetMajor),
|
||
toInt8(NetMinor) = -128 ? -127 : toInt8(NetMinor),
|
||
toInt16(UserAgentMajor) = -32768 ? -32767 : toInt16(UserAgentMajor),
|
||
replaceAll(replaceAll(toValidUTF8(toString(UserAgentMinor)), '\n', ' '), '"', '\''),
|
||
toInt8(CookieEnable) = -128 ? -127 : toInt8(CookieEnable),
|
||
toInt8(JavascriptEnable) = -128 ? -127 : toInt8(JavascriptEnable),
|
||
toInt8(IsMobile) = -128 ? -127 : toInt8(IsMobile),
|
||
toInt8(MobilePhone) = -128 ? -127 : toInt8(MobilePhone),
|
||
replaceAll(replaceAll(toValidUTF8(toString(MobilePhoneModel)), '\n', ' '), '"', '\''),
|
||
replaceAll(replaceAll(toValidUTF8(toString(Params)), '\n', ' '), '"', '\''),
|
||
toInt32(IPNetworkID) = -2147483648 ? -2147483647 : toInt32(IPNetworkID),
|
||
toInt8(TraficSourceID) = -128 ? -127 : toInt8(TraficSourceID),
|
||
toInt16(SearchEngineID) = -32768 ? -32767 : toInt16(SearchEngineID),
|
||
replaceAll(replaceAll(toValidUTF8(toString(SearchPhrase)), '\n', ' '), '"', '\''),
|
||
toInt8(AdvEngineID) = -128 ? -127 : toInt8(AdvEngineID),
|
||
toInt8(IsArtifical) = -128 ? -127 : toInt8(IsArtifical),
|
||
toInt16(WindowClientWidth) = -32768 ? -32767 : toInt16(WindowClientWidth),
|
||
toInt16(WindowClientHeight) = -32768 ? -32767 : toInt16(WindowClientHeight),
|
||
toInt16(ClientTimeZone) = -32768 ? -32767 : toInt16(ClientTimeZone),
|
||
ClientEventTime,
|
||
toInt8(SilverlightVersion1) = -128 ? -127 : toInt8(SilverlightVersion1),
|
||
toInt8(SilverlightVersion2) = -128 ? -127 : toInt8(SilverlightVersion2),
|
||
toInt32(SilverlightVersion3) = -2147483648 ? -2147483647 : toInt32(SilverlightVersion3),
|
||
toInt16(SilverlightVersion4) = -32768 ? -32767 : toInt16(SilverlightVersion4),
|
||
replaceAll(replaceAll(toValidUTF8(toString(PageCharset)), '\n', ' '), '"', '\''),
|
||
toInt32(CodeVersion) = -2147483648 ? -2147483647 : toInt32(CodeVersion),
|
||
toInt8(IsLink) = -128 ? -127 : toInt8(IsLink),
|
||
toInt8(IsDownload) = -128 ? -127 : toInt8(IsDownload),
|
||
toInt8(IsNotBounce) = -128 ? -127 : toInt8(IsNotBounce),
|
||
toInt64(FUniqID) = -9223372036854775808 ? -9223372036854775807 : toInt64(FUniqID),
|
||
replaceAll(replaceAll(toValidUTF8(toString(OriginalURL)), '\n', ' '), '"', '\''),
|
||
toInt32(HID) = -2147483648 ? -2147483647 : toInt32(HID),
|
||
toInt8(IsOldCounter) = -128 ? -127 : toInt8(IsOldCounter),
|
||
toInt8(IsEvent) = -128 ? -127 : toInt8(IsEvent),
|
||
toInt8(IsParameter) = -128 ? -127 : toInt8(IsParameter),
|
||
toInt8(DontCountHits) = -128 ? -127 : toInt8(DontCountHits),
|
||
toInt8(WithHash) = -128 ? -127 : toInt8(WithHash),
|
||
replaceAll(replaceAll(toValidUTF8(toString(HitColor)), '\n', ' '), '"', '\''),
|
||
LocalEventTime,
|
||
toInt8(Age) = -128 ? -127 : toInt8(Age),
|
||
toInt8(Sex) = -128 ? -127 : toInt8(Sex),
|
||
toInt8(Income) = -128 ? -127 : toInt8(Income),
|
||
toInt16(Interests) = -32768 ? -32767 : toInt16(Interests),
|
||
toInt8(Robotness) = -128 ? -127 : toInt8(Robotness),
|
||
toInt32(RemoteIP) = -2147483648 ? -2147483647 : toInt32(RemoteIP),
|
||
toInt32(WindowName) = -2147483648 ? -2147483647 : toInt32(WindowName),
|
||
toInt32(OpenerName) = -2147483648 ? -2147483647 : toInt32(OpenerName),
|
||
toInt16(HistoryLength) = -32768 ? -32767 : toInt16(HistoryLength),
|
||
replaceAll(replaceAll(toValidUTF8(toString(BrowserLanguage)), '\n', ' '), '"', '\''),
|
||
replaceAll(replaceAll(toValidUTF8(toString(BrowserCountry)), '\n', ' '), '"', '\''),
|
||
replaceAll(replaceAll(toValidUTF8(toString(SocialNetwork)), '\n', ' '), '"', '\''),
|
||
replaceAll(replaceAll(toValidUTF8(toString(SocialAction)), '\n', ' '), '"', '\''),
|
||
toInt16(HTTPError) = -32768 ? -32767 : toInt16(HTTPError),
|
||
toInt32(SendTiming) = -2147483648 ? -2147483647 : toInt32(SendTiming),
|
||
toInt32(DNSTiming) = -2147483648 ? -2147483647 : toInt32(DNSTiming),
|
||
toInt32(ConnectTiming) = -2147483648 ? -2147483647 : toInt32(ConnectTiming),
|
||
toInt32(ResponseStartTiming) = -2147483648 ? -2147483647 : toInt32(ResponseStartTiming),
|
||
toInt32(ResponseEndTiming) = -2147483648 ? -2147483647 : toInt32(ResponseEndTiming),
|
||
toInt32(FetchTiming) = -2147483648 ? -2147483647 : toInt32(FetchTiming),
|
||
toInt8(SocialSourceNetworkID) = -128 ? -127 : toInt8(SocialSourceNetworkID),
|
||
replaceAll(replaceAll(toValidUTF8(toString(SocialSourcePage)), '\n', ' '), '"', '\''),
|
||
toInt64(ParamPrice) = -9223372036854775808 ? -9223372036854775807 : toInt64(ParamPrice),
|
||
replaceAll(replaceAll(toValidUTF8(toString(ParamOrderID)), '\n', ' '), '"', '\''),
|
||
replaceAll(replaceAll(toValidUTF8(toString(ParamCurrency)), '\n', ' '), '"', '\''),
|
||
toInt16(ParamCurrencyID) = -32768 ? -32767 : toInt16(ParamCurrencyID),
|
||
replaceAll(replaceAll(toValidUTF8(toString(OpenstatServiceName)), '\n', ' '), '"', '\''),
|
||
replaceAll(replaceAll(toValidUTF8(toString(OpenstatCampaignID)), '\n', ' '), '"', '\''),
|
||
replaceAll(replaceAll(toValidUTF8(toString(OpenstatAdID)), '\n', ' '), '"', '\''),
|
||
replaceAll(replaceAll(toValidUTF8(toString(OpenstatSourceID)), '\n', ' '), '"', '\''),
|
||
replaceAll(replaceAll(toValidUTF8(toString(UTMSource)), '\n', ' '), '"', '\''),
|
||
replaceAll(replaceAll(toValidUTF8(toString(UTMMedium)), '\n', ' '), '"', '\''),
|
||
replaceAll(replaceAll(toValidUTF8(toString(UTMCampaign)), '\n', ' '), '"', '\''),
|
||
replaceAll(replaceAll(toValidUTF8(toString(UTMContent)), '\n', ' '), '"', '\''),
|
||
replaceAll(replaceAll(toValidUTF8(toString(UTMTerm)), '\n', ' '), '"', '\''),
|
||
replaceAll(replaceAll(toValidUTF8(toString(FromTag)), '\n', ' '), '"', '\''),
|
||
toInt8(HasGCLID) = -128 ? -127 : toInt8(HasGCLID),
|
||
toInt64(RefererHash) = -9223372036854775808 ? -9223372036854775807 : toInt64(RefererHash),
|
||
toInt64(URLHash) = -9223372036854775808 ? -9223372036854775807 : toInt64(URLHash),
|
||
toInt32(CLID) = -2147483648 ? -2147483647 : toInt32(CLID)
|
||
FROM hits_100m_obfuscated
|
||
INTO OUTFILE '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.csv'
|
||
FORMAT CSV;
|
||
```
|
||
|
||
Another try:
|
||
|
||
```
|
||
COPY 100000000 RECORDS INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.csv' USING DELIMITERS ',', '\n', '"';
|
||
```
|
||
|
||
Does not work.
|
||
|
||
```
|
||
Failed to import table 'hits',
|
||
clk: 1.091 sec
|
||
```
|
||
|
||
Another try:
|
||
|
||
```
|
||
COPY INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.csv' USING DELIMITERS ',', '\n', '"';
|
||
```
|
||
|
||
Does not work.
|
||
|
||
```
|
||
Failed to import table 'hits', line 79128: record too long
|
||
clk: 1.194 sec
|
||
```
|
||
|
||
Ok, the error message becomes more meaningful. Looks like MonetDB does not support long TEXT.
|
||
Let's continue reading docs...
|
||
|
||
> CLOB | TEXT | STRING | CHARACTER LARGE OBJECT: UTF-8 character string with unbounded length
|
||
|
||
It must be unbounded!
|
||
But maybe there is global limit on record length...
|
||
|
||
https://www.monetdb.org/search/node?keys=record+length
|
||
https://www.monetdb.org/search/node?keys=record+too+long
|
||
|
||
The docs search did not give an answer. Let's search in the internet...
|
||
|
||
https://www.monetdb.org/pipermail/users-list/2017-August/009930.html
|
||
|
||
It's unclear what is the record numbering scheme - from 1 or from 0.
|
||
But when I took at the records with
|
||
|
||
```
|
||
head -n79128 hits_100m_obfuscated_monetdb.csv | tail -n1
|
||
head -n79129 hits_100m_obfuscated_monetdb.csv | tail -n1
|
||
```
|
||
|
||
they don't look too long.
|
||
|
||
Ok, let's try to load data with "best effort" mode that MonetDB offers.
|
||
|
||
```
|
||
COPY INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.csv' USING DELIMITERS ',', '\n', '"' BEST EFFORT;
|
||
```
|
||
|
||
But it loaded just 79127 rows. That's not what I need.
|
||
|
||
```
|
||
79127 affected rows
|
||
clk: 1.684 sec
|
||
```
|
||
|
||
The TRUNCATE query works:
|
||
|
||
```
|
||
TRUNCATE TABLE hits;
|
||
```
|
||
|
||
Let's check if the record 79127 is really any longer than other records.
|
||
|
||
Let's remove all length like `TEXT(16)` from CREATE TABLE statement...
|
||
|
||
```
|
||
DROP TABLE hits;
|
||
|
||
CREATE TABLE hits
|
||
(
|
||
"WatchID" BIGINT,
|
||
"JavaEnable" TINYINT,
|
||
"Title" TEXT,
|
||
"GoodEvent" SMALLINT,
|
||
"EventTime" TIMESTAMP,
|
||
"EventDate" Date,
|
||
"CounterID" INTEGER,
|
||
"ClientIP" INTEGER,
|
||
"RegionID" INTEGER,
|
||
"UserID" BIGINT,
|
||
"CounterClass" TINYINT,
|
||
"OS" TINYINT,
|
||
"UserAgent" TINYINT,
|
||
"URL" TEXT,
|
||
"Referer" TEXT,
|
||
"Refresh" TINYINT,
|
||
"RefererCategoryID" SMALLINT,
|
||
"RefererRegionID" INTEGER,
|
||
"URLCategoryID" SMALLINT,
|
||
"URLRegionID" INTEGER,
|
||
"ResolutionWidth" SMALLINT,
|
||
"ResolutionHeight" SMALLINT,
|
||
"ResolutionDepth" TINYINT,
|
||
"FlashMajor" TINYINT,
|
||
"FlashMinor" TINYINT,
|
||
"FlashMinor2" TEXT,
|
||
"NetMajor" TINYINT,
|
||
"NetMinor" TINYINT,
|
||
"UserAgentMajor" SMALLINT,
|
||
"UserAgentMinor" TEXT,
|
||
"CookieEnable" TINYINT,
|
||
"JavascriptEnable" TINYINT,
|
||
"IsMobile" TINYINT,
|
||
"MobilePhone" TINYINT,
|
||
"MobilePhoneModel" TEXT,
|
||
"Params" TEXT,
|
||
"IPNetworkID" INTEGER,
|
||
"TraficSourceID" TINYINT,
|
||
"SearchEngineID" SMALLINT,
|
||
"SearchPhrase" TEXT,
|
||
"AdvEngineID" TINYINT,
|
||
"IsArtifical" TINYINT,
|
||
"WindowClientWidth" SMALLINT,
|
||
"WindowClientHeight" SMALLINT,
|
||
"ClientTimeZone" SMALLINT,
|
||
"ClientEventTime" TIMESTAMP,
|
||
"SilverlightVersion1" TINYINT,
|
||
"SilverlightVersion2" TINYINT,
|
||
"SilverlightVersion3" INTEGER,
|
||
"SilverlightVersion4" SMALLINT,
|
||
"PageCharset" TEXT,
|
||
"CodeVersion" INTEGER,
|
||
"IsLink" TINYINT,
|
||
"IsDownload" TINYINT,
|
||
"IsNotBounce" TINYINT,
|
||
"FUniqID" BIGINT,
|
||
"OriginalURL" TEXT,
|
||
"HID" INTEGER,
|
||
"IsOldCounter" TINYINT,
|
||
"IsEvent" TINYINT,
|
||
"IsParameter" TINYINT,
|
||
"DontCountHits" TINYINT,
|
||
"WithHash" TINYINT,
|
||
"HitColor" TEXT,
|
||
"LocalEventTime" TIMESTAMP,
|
||
"Age" TINYINT,
|
||
"Sex" TINYINT,
|
||
"Income" TINYINT,
|
||
"Interests" SMALLINT,
|
||
"Robotness" TINYINT,
|
||
"RemoteIP" INTEGER,
|
||
"WindowName" INTEGER,
|
||
"OpenerName" INTEGER,
|
||
"HistoryLength" SMALLINT,
|
||
"BrowserLanguage" TEXT,
|
||
"BrowserCountry" TEXT,
|
||
"SocialNetwork" TEXT,
|
||
"SocialAction" TEXT,
|
||
"HTTPError" SMALLINT,
|
||
"SendTiming" INTEGER,
|
||
"DNSTiming" INTEGER,
|
||
"ConnectTiming" INTEGER,
|
||
"ResponseStartTiming" INTEGER,
|
||
"ResponseEndTiming" INTEGER,
|
||
"FetchTiming" INTEGER,
|
||
"SocialSourceNetworkID" TINYINT,
|
||
"SocialSourcePage" TEXT,
|
||
"ParamPrice" BIGINT,
|
||
"ParamOrderID" TEXT,
|
||
"ParamCurrency" TEXT,
|
||
"ParamCurrencyID" SMALLINT,
|
||
"OpenstatServiceName" TEXT,
|
||
"OpenstatCampaignID" TEXT,
|
||
"OpenstatAdID" TEXT,
|
||
"OpenstatSourceID" TEXT,
|
||
"UTMSource" TEXT,
|
||
"UTMMedium" TEXT,
|
||
"UTMCampaign" TEXT,
|
||
"UTMContent" TEXT,
|
||
"UTMTerm" TEXT,
|
||
"FromTag" TEXT,
|
||
"HasGCLID" TINYINT,
|
||
"RefererHash" BIGINT,
|
||
"URLHash" BIGINT,
|
||
"CLID" INTEGER
|
||
);
|
||
```
|
||
|
||
```
|
||
COPY INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.csv' USING DELIMITERS ',', '\n', '"';
|
||
```
|
||
|
||
Unfortunately it did not help.
|
||
|
||
```
|
||
Failed to import table 'hits', line 79128: record too long
|
||
clk: 1.224 sec
|
||
```
|
||
|
||
Let's check actual record lengths:
|
||
|
||
```
|
||
$ cat hits_100m_obfuscated_monetdb.csv | awk 'BEGIN { FS = "\n"; max_length = 0 } { ++num; l = length($1); if (l > max_length) { max_length = l; print l, "in line", num } }'
|
||
588 in line 1
|
||
705 in line 2
|
||
786 in line 4
|
||
788 in line 5
|
||
913 in line 9
|
||
917 in line 38
|
||
996 in line 56
|
||
1007 in line 113
|
||
1008 in line 115
|
||
1015 in line 183
|
||
1147 in line 207
|
||
1180 in line 654
|
||
1190 in line 656
|
||
1191 in line 795
|
||
1446 in line 856
|
||
1519 in line 1572
|
||
1646 in line 1686
|
||
1700 in line 3084
|
||
1701 in line 3086
|
||
2346 in line 4013
|
||
2630 in line 8245
|
||
3035 in line 8248
|
||
3257 in line 8289
|
||
3762 in line 8307
|
||
5536 in line 8376
|
||
5568 in line 71721
|
||
6507 in line 92993
|
||
6734 in line 163169
|
||
7706 in line 473542
|
||
8368 in line 2803973
|
||
9375 in line 5433559
|
||
```
|
||
|
||
No, there is nothing special in line 79128.
|
||
|
||
Let's try to load just a single line into MonetDB to figure out what is so special about this line.
|
||
|
||
```
|
||
head -n79128 hits_100m_obfuscated_monetdb.csv | tail -n1 > hits_100m_obfuscated_monetdb.csv1
|
||
```
|
||
|
||
```
|
||
COPY INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.csv1' USING DELIMITERS ',', '\n', '"';
|
||
```
|
||
|
||
`Failed to import table 'hits', line 1: incomplete record at end of file`
|
||
|
||
Now we have another error.
|
||
Ok. I understand that MonetDB is just parsing CSV with C-style escaping rules as TSV.
|
||
|
||
I will try to stick with TSV.
|
||
|
||
```
|
||
COPY INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.tsv' USING DELIMITERS '\t';
|
||
```
|
||
|
||
Nothing good happened, it failed after 2.5 minutes with incomprehensible error:
|
||
|
||
```
|
||
Failed to import table 'hits',
|
||
clk: 2:30 min
|
||
```
|
||
|
||
Let's replace all backslashes from CSV.
|
||
|
||
```
|
||
SELECT
|
||
toInt64(WatchID) = -9223372036854775808 ? -9223372036854775807 : toInt64(WatchID),
|
||
toInt8(JavaEnable) = -128 ? -127 : toInt8(JavaEnable),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(Title)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
toInt16(GoodEvent) = -32768 ? -32767 : toInt16(GoodEvent),
|
||
EventTime,
|
||
EventDate,
|
||
toInt32(CounterID) = -2147483648 ? -2147483647 : toInt32(CounterID),
|
||
toInt32(ClientIP) = -2147483648 ? -2147483647 : toInt32(ClientIP),
|
||
toInt32(RegionID) = -2147483648 ? -2147483647 : toInt32(RegionID),
|
||
toInt64(UserID) = -9223372036854775808 ? -9223372036854775807 : toInt64(UserID),
|
||
toInt8(CounterClass) = -128 ? -127 : toInt8(CounterClass),
|
||
toInt8(OS) = -128 ? -127 : toInt8(OS),
|
||
toInt8(UserAgent) = -128 ? -127 : toInt8(UserAgent),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(URL)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(Referer)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
toInt8(Refresh) = -128 ? -127 : toInt8(Refresh),
|
||
toInt16(RefererCategoryID) = -32768 ? -32767 : toInt16(RefererCategoryID),
|
||
toInt32(RefererRegionID) = -2147483648 ? -2147483647 : toInt32(RefererRegionID),
|
||
toInt16(URLCategoryID) = -32768 ? -32767 : toInt16(URLCategoryID),
|
||
toInt32(URLRegionID) = -2147483648 ? -2147483647 : toInt32(URLRegionID),
|
||
toInt16(ResolutionWidth) = -32768 ? -32767 : toInt16(ResolutionWidth),
|
||
toInt16(ResolutionHeight) = -32768 ? -32767 : toInt16(ResolutionHeight),
|
||
toInt8(ResolutionDepth) = -128 ? -127 : toInt8(ResolutionDepth),
|
||
toInt8(FlashMajor) = -128 ? -127 : toInt8(FlashMajor),
|
||
toInt8(FlashMinor) = -128 ? -127 : toInt8(FlashMinor),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(FlashMinor2)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
toInt8(NetMajor) = -128 ? -127 : toInt8(NetMajor),
|
||
toInt8(NetMinor) = -128 ? -127 : toInt8(NetMinor),
|
||
toInt16(UserAgentMajor) = -32768 ? -32767 : toInt16(UserAgentMajor),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(UserAgentMinor)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
toInt8(CookieEnable) = -128 ? -127 : toInt8(CookieEnable),
|
||
toInt8(JavascriptEnable) = -128 ? -127 : toInt8(JavascriptEnable),
|
||
toInt8(IsMobile) = -128 ? -127 : toInt8(IsMobile),
|
||
toInt8(MobilePhone) = -128 ? -127 : toInt8(MobilePhone),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(MobilePhoneModel)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(Params)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
toInt32(IPNetworkID) = -2147483648 ? -2147483647 : toInt32(IPNetworkID),
|
||
toInt8(TraficSourceID) = -128 ? -127 : toInt8(TraficSourceID),
|
||
toInt16(SearchEngineID) = -32768 ? -32767 : toInt16(SearchEngineID),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(SearchPhrase)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
toInt8(AdvEngineID) = -128 ? -127 : toInt8(AdvEngineID),
|
||
toInt8(IsArtifical) = -128 ? -127 : toInt8(IsArtifical),
|
||
toInt16(WindowClientWidth) = -32768 ? -32767 : toInt16(WindowClientWidth),
|
||
toInt16(WindowClientHeight) = -32768 ? -32767 : toInt16(WindowClientHeight),
|
||
toInt16(ClientTimeZone) = -32768 ? -32767 : toInt16(ClientTimeZone),
|
||
ClientEventTime,
|
||
toInt8(SilverlightVersion1) = -128 ? -127 : toInt8(SilverlightVersion1),
|
||
toInt8(SilverlightVersion2) = -128 ? -127 : toInt8(SilverlightVersion2),
|
||
toInt32(SilverlightVersion3) = -2147483648 ? -2147483647 : toInt32(SilverlightVersion3),
|
||
toInt16(SilverlightVersion4) = -32768 ? -32767 : toInt16(SilverlightVersion4),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(PageCharset)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
toInt32(CodeVersion) = -2147483648 ? -2147483647 : toInt32(CodeVersion),
|
||
toInt8(IsLink) = -128 ? -127 : toInt8(IsLink),
|
||
toInt8(IsDownload) = -128 ? -127 : toInt8(IsDownload),
|
||
toInt8(IsNotBounce) = -128 ? -127 : toInt8(IsNotBounce),
|
||
toInt64(FUniqID) = -9223372036854775808 ? -9223372036854775807 : toInt64(FUniqID),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(OriginalURL)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
toInt32(HID) = -2147483648 ? -2147483647 : toInt32(HID),
|
||
toInt8(IsOldCounter) = -128 ? -127 : toInt8(IsOldCounter),
|
||
toInt8(IsEvent) = -128 ? -127 : toInt8(IsEvent),
|
||
toInt8(IsParameter) = -128 ? -127 : toInt8(IsParameter),
|
||
toInt8(DontCountHits) = -128 ? -127 : toInt8(DontCountHits),
|
||
toInt8(WithHash) = -128 ? -127 : toInt8(WithHash),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(HitColor)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
LocalEventTime,
|
||
toInt8(Age) = -128 ? -127 : toInt8(Age),
|
||
toInt8(Sex) = -128 ? -127 : toInt8(Sex),
|
||
toInt8(Income) = -128 ? -127 : toInt8(Income),
|
||
toInt16(Interests) = -32768 ? -32767 : toInt16(Interests),
|
||
toInt8(Robotness) = -128 ? -127 : toInt8(Robotness),
|
||
toInt32(RemoteIP) = -2147483648 ? -2147483647 : toInt32(RemoteIP),
|
||
toInt32(WindowName) = -2147483648 ? -2147483647 : toInt32(WindowName),
|
||
toInt32(OpenerName) = -2147483648 ? -2147483647 : toInt32(OpenerName),
|
||
toInt16(HistoryLength) = -32768 ? -32767 : toInt16(HistoryLength),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(BrowserLanguage)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(BrowserCountry)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(SocialNetwork)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(SocialAction)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
toInt16(HTTPError) = -32768 ? -32767 : toInt16(HTTPError),
|
||
toInt32(SendTiming) = -2147483648 ? -2147483647 : toInt32(SendTiming),
|
||
toInt32(DNSTiming) = -2147483648 ? -2147483647 : toInt32(DNSTiming),
|
||
toInt32(ConnectTiming) = -2147483648 ? -2147483647 : toInt32(ConnectTiming),
|
||
toInt32(ResponseStartTiming) = -2147483648 ? -2147483647 : toInt32(ResponseStartTiming),
|
||
toInt32(ResponseEndTiming) = -2147483648 ? -2147483647 : toInt32(ResponseEndTiming),
|
||
toInt32(FetchTiming) = -2147483648 ? -2147483647 : toInt32(FetchTiming),
|
||
toInt8(SocialSourceNetworkID) = -128 ? -127 : toInt8(SocialSourceNetworkID),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(SocialSourcePage)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
toInt64(ParamPrice) = -9223372036854775808 ? -9223372036854775807 : toInt64(ParamPrice),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(ParamOrderID)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(ParamCurrency)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
toInt16(ParamCurrencyID) = -32768 ? -32767 : toInt16(ParamCurrencyID),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(OpenstatServiceName)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(OpenstatCampaignID)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(OpenstatAdID)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(OpenstatSourceID)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(UTMSource)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(UTMMedium)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(UTMCampaign)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(UTMContent)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(UTMTerm)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
replaceAll(replaceAll(replaceAll(toValidUTF8(toString(FromTag)), '\n', ' '), '"', '\''), '\\', '/'),
|
||
toInt8(HasGCLID) = -128 ? -127 : toInt8(HasGCLID),
|
||
toInt64(RefererHash) = -9223372036854775808 ? -9223372036854775807 : toInt64(RefererHash),
|
||
toInt64(URLHash) = -9223372036854775808 ? -9223372036854775807 : toInt64(URLHash),
|
||
toInt32(CLID) = -2147483648 ? -2147483647 : toInt32(CLID)
|
||
FROM hits_100m_obfuscated
|
||
INTO OUTFILE '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.csv'
|
||
FORMAT CSV;
|
||
```
|
||
|
||
Another try:
|
||
```
|
||
COPY INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.csv' USING DELIMITERS ',', '\n', '"';
|
||
```
|
||
|
||
MonetDB still takes about one CPU core to load the data, while docs promised me parallel load.
|
||
And there are strange pauses...
|
||
|
||
```
|
||
sql>COPY INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.csv' USING DELIMITERS ',', '\n', '"';
|
||
Failed to import table 'hits',
|
||
clk: 2:14 min
|
||
```
|
||
|
||
It still does not work!!!
|
||
|
||
Let's look at the logs.
|
||
Logs are found in
|
||
|
||
```
|
||
/var/log/monetdb$ sudo less merovingian.log
|
||
```
|
||
|
||
And the log is the following:
|
||
```
|
||
2020-08-12 03:44:03 ERR test[542123]: #wrkr0-hits: GDKextendf: !ERROR: could not extend file: No space left on device
|
||
2020-08-12 03:44:03 ERR test[542123]: #wrkr0-hits: MT_mremap: !ERROR: MT_mremap(/var/monetdb5/dbfarm/test/bat/10/1013.theap,0x7f0b2c3b0000,344981504,349175808): GDKextendf() failed
|
||
2020-08-12 03:44:03 ERR test[542123]: #wrkr0-hits: GDKmremap: !ERROR: requesting virtual memory failed; memory requested: 349175808, memory in use: 113744056, virtual memory in use: 3124271288
|
||
2020-08-12 03:44:03 ERR test[542123]: #wrkr0-hits: HEAPextend: !ERROR: failed to extend to 349175808 for 10/1013.theap: GDKmremap() failed
|
||
2020-08-12 03:44:04 ERR test[542123]: #client14: createExceptionInternal: !ERROR: SQLException:importTable:42000!Failed to import table 'hits',
|
||
```
|
||
|
||
So, why it was created my "db farm" inside /var/monetdb5/ instead of /opt/ as I requested?
|
||
|
||
Let's stop MonetDB and symlink /var/monetdb5 to /opt
|
||
|
||
```
|
||
COPY INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.csv' USING DELIMITERS ',', E'\n', '"';
|
||
```
|
||
|
||
It started to load data... but after ten minutes it looks like stopped processing it, but the query does not finish.
|
||
|
||
There is no `SHOW PROCESSLIST` command.
|
||
|
||
I see the following message in `merovingian.log`:
|
||
```
|
||
2020-08-12 04:03:53 ERR test[682554]: #prod-hits: createExceptionInternal: !ERROR: MALException:sql.copy_from:line 40694471: record too long (EOS found)
|
||
```
|
||
|
||
What does EOS mean? It should not be "end of stream" because we have 100 000 000 records, that's more than just 40 694 471.
|
||
|
||
Another try with TSV:
|
||
|
||
```
|
||
COPY INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.tsv' USING DELIMITERS '\t';
|
||
```
|
||
|
||
Ok, it's doing something at least for ten minues...
|
||
Ok, it's doing something at least for twenty minues...
|
||
|
||
```
|
||
100000000 affected rows
|
||
clk: 28:02 min
|
||
```
|
||
|
||
Finally it has loaded data successfully in 28 minutes. It's not fast - just below 60 000 rows per second.
|
||
|
||
But the second query from the test does not work:
|
||
|
||
```
|
||
sql>SELECT count(*) FROM hits WHERE AdvEngineID <> 0;
|
||
SELECT: identifier 'advengineid' unknown
|
||
clk: 0.328 ms
|
||
sql>DESC TABLE hits
|
||
more>;
|
||
syntax error, unexpected DESC in: "desc"
|
||
clk: 0.471 ms
|
||
sql>DESCRIBE TABLE hits;
|
||
syntax error, unexpected IDENT in: "describe"
|
||
clk: 0.245 ms
|
||
sql>SHOW CREATE TABLE hits;
|
||
syntax error, unexpected IDENT in: "show"
|
||
clk: 0.246 ms
|
||
sql>\d hits;
|
||
table sys.hits; does not exist
|
||
sql>\d test.hits;
|
||
table test.hits; does not exist
|
||
sql>\d
|
||
TABLE sys.hits
|
||
sql>\t
|
||
Current time formatter: clock
|
||
sql>\dd
|
||
unknown sub-command for \d: d
|
||
sql>help
|
||
more>;
|
||
syntax error, unexpected IDENT in: "help"
|
||
clk: 0.494 ms
|
||
sql>SELECT count(*) FROM hits;
|
||
+-----------+
|
||
| %1 |
|
||
+===========+
|
||
| 100000001 |
|
||
+-----------+
|
||
1 tuple
|
||
clk: 1.949 ms
|
||
sql>SELECT * FROM hits LIMIT 1;
|
||
```
|
||
|
||
And the query `SELECT * FROM hits LIMIT 1` does not finish in reasonable time.
|
||
It took 3:23 min.
|
||
|
||
Ok, I has to put all identifiers in quotes in my queries, like this:
|
||
|
||
```
|
||
SELECT count(*) FROM hits WHERE "AdvEngineID" <> 0;
|
||
```
|
||
|
||
There is no approximate count distinct functions. Will use exact count distinct instead.
|
||
|
||
Run queries:
|
||
`./benchmark.sh`
|
||
|
||
It works rather slowly. It is barely using more than a single CPU core. And there is nothing about performance tuning in:
|
||
https://www.monetdb.org/Documentation/ServerAdministration/ServerSetupAndConfiguration
|
||
|
||
|
||
The last 7 queries from the benchmark benefit from index. Let's create it:
|
||
|
||
`CREATE INDEX hits_idx ON hits ("CounterID", "EventDate");`
|
||
|
||
```
|
||
sql>CREATE INDEX hits_idx ON hits ("CounterID", "EventDate");
|
||
operation successful
|
||
clk: 5.374 sec
|
||
```
|
||
|
||
Ok. It was created quickly and successful.
|
||
Let's check how does it speed up queries...
|
||
|
||
```
|
||
sql>SELECT DATE_TRUNC('minute', "EventTime") AS "Minute", count(*) AS "PageViews" FROM hits WHERE "CounterID" = 62 AND "EventDate" >= '2013-07-01' AND "EventDate" <= '2013-07-02' AND "Refresh" = 0 AND "DontCountHits" = 0 GROUP BY DATE_TRUNC('minute', "EventTime") ORDER BY DATE_TRUNC('minute', "EventTime");
|
||
+--------+-----------+
|
||
| Minute | PageViews |
|
||
+========+===========+
|
||
+--------+-----------+
|
||
0 tuples
|
||
clk: 4.042 sec
|
||
```
|
||
|
||
There is almost no difference.
|
||
And the trivial index lookup query is still slow:
|
||
|
||
```
|
||
sql>SELECT count(*) FROM hits WHERE "CounterID" = 62;
|
||
+--------+
|
||
| %1 |
|
||
+========+
|
||
| 738172 |
|
||
+--------+
|
||
1 tuple
|
||
clk: 1.406 sec
|
||
```
|
||
|
||
How to prepare the benchmark report:
|
||
|
||
`grep clk log.txt | awk '{ if ($3 == "ms") { print $2 / 1000; } else if ($3 == "sec") { print $2 } else { print } }'`
|
||
|
||
```
|
||
awk '{
|
||
if (i % 3 == 0) { a = $1 }
|
||
else if (i % 3 == 1) { b = $1 }
|
||
else if (i % 3 == 2) { c = $1; print "[" a ", " b ", " c "]," };
|
||
++i; }' < tmp.txt
|
||
```
|
||
|
||
When I run:
|
||
|
||
```
|
||
sudo systemctl stop monetdbd
|
||
```
|
||
|
||
It takes a few minutes to complete.
|