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Added instruction to reproduce the benchmark
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benchmark/monetdb/instruction.md
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356
benchmark/monetdb/instruction.md
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Go to https://www.monetdb.org/
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Dowload 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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Now you have to stop MonetDB, copy the contents of `/var/monetdb5` to `/opt/monetdb` and replace the `/var/monetdb5` with symlink to `/opt/monetdb`. This is necessary, because I don't have free space in `/var` and creation of database in `/opt` did not succeed.
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Start MonetDB again.
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```
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$ sudo systemctl start monetdbd
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```
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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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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,
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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,
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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,
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"BrowserCountry" TEXT,
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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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```
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# How to prepare data
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Download the 100 million rows dataset from here and insert into ClickHouse:
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https://clickhouse.tech/docs/en/getting-started/example-datasets/metrica/
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Create the 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)),
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toValidUTF8(toString(BrowserCountry)),
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toValidUTF8(toString(SocialNetwork)),
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toValidUTF8(toString(SocialAction)),
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toInt16(HTTPError) = -32768 ? -32767 : toInt16(HTTPError),
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toInt32(SendTiming) = -2147483648 ? -2147483647 : toInt32(SendTiming),
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toInt32(DNSTiming) = -2147483648 ? -2147483647 : toInt32(DNSTiming),
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toInt32(ConnectTiming) = -2147483648 ? -2147483647 : toInt32(ConnectTiming),
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toInt32(ResponseStartTiming) = -2147483648 ? -2147483647 : toInt32(ResponseStartTiming),
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toInt32(ResponseEndTiming) = -2147483648 ? -2147483647 : toInt32(ResponseEndTiming),
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toInt32(FetchTiming) = -2147483648 ? -2147483647 : toInt32(FetchTiming),
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toInt8(SocialSourceNetworkID) = -128 ? -127 : toInt8(SocialSourceNetworkID),
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toValidUTF8(toString(SocialSourcePage)),
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toInt64(ParamPrice) = -9223372036854775808 ? -9223372036854775807 : toInt64(ParamPrice),
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toValidUTF8(toString(ParamOrderID)),
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toValidUTF8(toString(ParamCurrency)),
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toInt16(ParamCurrencyID) = -32768 ? -32767 : toInt16(ParamCurrencyID),
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toValidUTF8(toString(OpenstatServiceName)),
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toValidUTF8(toString(OpenstatCampaignID)),
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toValidUTF8(toString(OpenstatAdID)),
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toValidUTF8(toString(OpenstatSourceID)),
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toValidUTF8(toString(UTMSource)),
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toValidUTF8(toString(UTMMedium)),
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toValidUTF8(toString(UTMCampaign)),
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toValidUTF8(toString(UTMContent)),
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toValidUTF8(toString(UTMTerm)),
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toValidUTF8(toString(FromTag)),
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toInt8(HasGCLID) = -128 ? -127 : toInt8(HasGCLID),
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toInt64(RefererHash) = -9223372036854775808 ? -9223372036854775807 : toInt64(RefererHash),
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toInt64(URLHash) = -9223372036854775808 ? -9223372036854775807 : toInt64(URLHash),
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toInt32(CLID) = -2147483648 ? -2147483647 : toInt32(CLID)
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FROM hits_100m_obfuscated
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INTO OUTFILE '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.tsv'
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FORMAT TSV;
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```
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||||||
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Note that MonetDB does not support the most negative numbers like -128. And we have to convert them by adding one.
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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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|
||||||
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Upload the data:
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||||||
|
|
||||||
|
```
|
||||||
|
$ mclient -u monetdb -d test
|
||||||
|
```
|
||||||
|
|
||||||
|
Type password: monetdb
|
||||||
|
|
||||||
|
```
|
||||||
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COPY INTO hits FROM '/home/milovidov/example_datasets/hits_100m_obfuscated_monetdb.tsv' USING DELIMITERS '\t';
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|
```
|
||||||
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|
||||||
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It takes 28 minutes 02 seconds on a server (Linux Ubuntu, Xeon E5-2560v2, 32 logical CPU, 128 GiB RAM, 8xHDD RAID-5, 40 TB).
|
||||||
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It is roughly 60 000 rows per second.
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||||||
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|
||||||
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Validate the data:
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||||||
|
|
||||||
|
```
|
||||||
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SELECT count(*) FROM hits;
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||||||
|
```
|
||||||
|
|
||||||
|
Create an index:
|
||||||
|
|
||||||
|
```
|
||||||
|
CREATE INDEX hits_idx ON hits ("CounterID", "EventDate");
|
||||||
|
```
|
||||||
|
|
||||||
|
(it takes 5 seconds)
|
||||||
|
|
||||||
|
Run the benchmark:
|
||||||
|
|
||||||
|
```
|
||||||
|
./benchmark.sh | tee log.txt
|
||||||
|
```
|
||||||
|
|
||||||
|
You can find the log in `log.txt` file.
|
||||||
|
|
||||||
|
Postprocess data:
|
||||||
|
|
||||||
|
```
|
||||||
|
grep clk log.txt | awk '{ if ($3 == "ms") { print $2 / 1000; } else if ($3 == "sec") { print $2 } else { print } }'
|
||||||
|
```
|
||||||
|
|
||||||
|
Then replace values with "min" (minutes) timing manually and save to `tmp.txt`.
|
||||||
|
Then process to JSON format:
|
||||||
|
|
||||||
|
```
|
||||||
|
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
|
||||||
|
```
|
||||||
|
|
||||||
|
And paste to `/website/benchmark/dbms/results/005_monetdb.json` in the repository.
|
@ -1205,4 +1205,10 @@ 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 } }'`
|
`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
|
||||||
|
```
|
||||||
|
Loading…
Reference in New Issue
Block a user