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Merge pull request ClickHouse#311 from saurabhojha/saurabh/pg_duckdb/non_parquet_benchmarks
Add pg_duckdb benchmarking for existing postgres tables.
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‎pg_duckdb/benchmark.sh‎

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#!/bin/bash
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set -ex
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#sudo apt-get update
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#sudo apt-get install -y docker.io
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#sudo apt-get install -y postgresql-client
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wget --no-verbose --continue 'https://datasets.clickhouse.com/hits_compatible/hits.tsv.gz'
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gzip -d hits.tsv.gz
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sudo chmod 777 *
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sudo docker run -d --name pgduck -p 5432:5432 -e POSTGRES_PASSWORD=duckdb -v ./:/tmp/files pgduckdb/pgduckdb:16-main
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sudo docker exec -it pgduck bash -c "
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sed -i -e '
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s/shared_buffers = 128MB/shared_buffers = 8GB/;
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s/#max_parallel_workers = 8/max_parallel_workers = 16/;
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s/#max_parallel_workers_per_gather = 2/max_parallel_workers_per_gather = 8/;
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s/max_wal_size = 1GB/max_wal_size = 32GB/;
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' /var/lib/postgresql/data/postgresql.conf
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"
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docker restart pgduck
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sleep 5
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docker exec -i pgduck psql -U postgres -c 'CREATE DATABASE test;'
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docker exec -i pgduck psql -U postgres -d test -c 'CREATE EXTENSION IF NOT EXISTS pg_duckdb;'
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docker exec -i pgduck psql -U postgres -d test -f /tmp/files/create.sql
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time docker exec -i pgduck split /tmp/files/hits.tsv --verbose -n r/$(( $(nproc)/2 )) --filter='psql -U postgres -d test -t -c "\\copy hits (WatchID, JavaEnable, Title, GoodEvent, EventTime, EventDate, CounterID, ClientIP, RegionID, UserID, CounterClass, OS, UserAgent, URL, Referer, IsRefresh, RefererCategoryID, RefererRegionID, URLCategoryID, URLRegionID, ResolutionWidth, ResolutionHeight, ResolutionDepth, FlashMajor, FlashMinor, FlashMinor2, NetMajor, NetMinor, UserAgentMajor, UserAgentMinor, CookieEnable, JavascriptEnable, IsMobile, MobilePhone, MobilePhoneModel, Params, IPNetworkID, TraficSourceID, SearchEngineID, SearchPhrase, AdvEngineID, IsArtifical, WindowClientWidth, WindowClientHeight, ClientTimeZone, ClientEventTime, SilverlightVersion1, SilverlightVersion2, SilverlightVersion3, SilverlightVersion4, PageCharset, CodeVersion, IsLink, IsDownload, IsNotBounce, FUniqID, OriginalURL, HID, IsOldCounter, IsEvent, IsParameter, DontCountHits, WithHash, HitColor, LocalEventTime, Age, Sex, Income, Interests, Robotness, RemoteIP, WindowName, OpenerName, HistoryLength, BrowserLanguage, BrowserCountry, SocialNetwork, SocialAction, HTTPError, SendTiming, DNSTiming, ConnectTiming, ResponseStartTiming, ResponseEndTiming, FetchTiming, SocialSourceNetworkID, SocialSourcePage, ParamPrice, ParamOrderID, ParamCurrency, ParamCurrencyID, OpenstatServiceName, OpenstatCampaignID, OpenstatAdID, OpenstatSourceID, UTMSource, UTMMedium, UTMCampaign, UTMContent, UTMTerm, FromTag, HasGCLID, RefererHash, URLHash, CLID) FROM STDIN"'
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docker exec -i pgduck psql -U postgres -d test -f /tmp/files/index.sql
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docker exec -i pgduck du -bcs /var/lib/postgresql/data
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docker exec -i pgduck psql -U postgres -d test -c "ALTER DATABASE test SET duckdb.force_execution = true;"
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./run.sh 2>&1 | tee log.txt
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cat log.txt | grep -oP 'Time: \d+\.\d+ ms' | sed -r -e 's/Time: ([0-9]+\.[0-9]+) ms/\1/' |
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awk '{ if (i % 3 == 0) { printf "[" }; printf $1 / 1000; if (i % 3 != 2) { printf "," } else { print "]," }; ++i; }'

‎pg_duckdb/create.sql‎

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-- Optimized column order according to
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-- https://github.com/ClickHouse/ClickBench/issues/234
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CREATE TABLE hits
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(
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WatchID BIGINT NOT NULL,
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UserID BIGINT NOT NULL,
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FUniqID BIGINT NOT NULL,
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ParamPrice BIGINT NOT NULL,
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RefererHash BIGINT NOT NULL,
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URLHash BIGINT NOT NULL,
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EventTime TIMESTAMP NOT NULL,
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ClientEventTime TIMESTAMP NOT NULL,
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LocalEventTime TIMESTAMP NOT NULL,
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EventDate Date NOT NULL,
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CounterID INTEGER NOT NULL,
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ClientIP INTEGER NOT NULL,
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RegionID INTEGER NOT NULL,
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RefererRegionID INTEGER NOT NULL,
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URLRegionID INTEGER NOT NULL,
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IPNetworkID INTEGER NOT NULL,
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SilverlightVersion3 INTEGER NOT NULL,
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CodeVersion INTEGER NOT NULL,
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HID INTEGER NOT NULL,
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RemoteIP INTEGER NOT NULL,
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WindowName INTEGER NOT NULL,
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OpenerName INTEGER NOT NULL,
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SendTiming INTEGER NOT NULL,
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DNSTiming INTEGER NOT NULL,
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ConnectTiming INTEGER NOT NULL,
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ResponseStartTiming INTEGER NOT NULL,
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ResponseEndTiming INTEGER NOT NULL,
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FetchTiming INTEGER NOT NULL,
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CLID INTEGER NOT NULL,
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JavaEnable SMALLINT NOT NULL,
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GoodEvent SMALLINT NOT NULL,
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CounterClass SMALLINT NOT NULL,
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OS SMALLINT NOT NULL,
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UserAgent SMALLINT NOT NULL,
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IsRefresh SMALLINT NOT NULL,
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RefererCategoryID SMALLINT NOT NULL,
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URLCategoryID SMALLINT NOT NULL,
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ResolutionWidth SMALLINT NOT NULL,
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ResolutionHeight SMALLINT NOT NULL,
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ResolutionDepth SMALLINT NOT NULL,
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FlashMajor SMALLINT NOT NULL,
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FlashMinor SMALLINT NOT NULL,
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TraficSourceID SMALLINT NOT NULL,
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SearchEngineID SMALLINT NOT NULL,
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NetMajor SMALLINT NOT NULL,
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NetMinor SMALLINT NOT NULL,
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UserAgentMajor SMALLINT NOT NULL,
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CookieEnable SMALLINT NOT NULL,
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JavascriptEnable SMALLINT NOT NULL,
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IsMobile SMALLINT NOT NULL,
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MobilePhone SMALLINT NOT NULL,
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AdvEngineID SMALLINT NOT NULL,
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IsArtifical SMALLINT NOT NULL,
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WindowClientWidth SMALLINT NOT NULL,
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WindowClientHeight SMALLINT NOT NULL,
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ClientTimeZone SMALLINT NOT NULL,SilverlightVersion1 SMALLINT NOT NULL,
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SilverlightVersion2 SMALLINT NOT NULL,
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SilverlightVersion4 SMALLINT NOT NULL,
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IsLink SMALLINT NOT NULL,
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IsDownload SMALLINT NOT NULL,
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IsNotBounce SMALLINT NOT NULL,
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IsOldCounter SMALLINT NOT NULL,
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IsEvent SMALLINT NOT NULL,
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IsParameter SMALLINT NOT NULL,
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DontCountHits SMALLINT NOT NULL,
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WithHash SMALLINT NOT NULL,
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Age SMALLINT NOT NULL,
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Sex SMALLINT NOT NULL,
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Income SMALLINT NOT NULL,
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Interests SMALLINT NOT NULL,
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Robotness SMALLINT NOT NULL,
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HistoryLength SMALLINT NOT NULL,
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HTTPError SMALLINT NOT NULL,
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SocialSourceNetworkID SMALLINT NOT NULL,
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HasGCLID SMALLINT NOT NULL,
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ParamCurrencyID SMALLINT NOT NULL,
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Title TEXT NOT NULL,
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URL TEXT NOT NULL,
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Referer TEXT NOT NULL,
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FlashMinor2 TEXT NOT NULL,
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BrowserLanguage TEXT NOT NULL,
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BrowserCountry TEXT NOT NULL,
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SocialNetwork TEXT NOT NULL,
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SocialAction TEXT NOT NULL,
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MobilePhoneModel TEXT NOT NULL,
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Params TEXT NOT NULL,
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SearchPhrase TEXT NOT NULL,
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PageCharset TEXT NOT NULL,
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OriginalURL TEXT NOT NULL,
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SocialSourcePage TEXT NOT NULL,
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ParamOrderID TEXT NOT NULL,
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ParamCurrency TEXT NOT NULL,
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OpenstatServiceName TEXT NOT NULL,
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OpenstatCampaignID TEXT NOT NULL,
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OpenstatAdID TEXT NOT NULL,
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OpenstatSourceID TEXT NOT NULL,
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UTMSource TEXT NOT NULL,
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UTMMedium TEXT NOT NULL,
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UTMCampaign TEXT NOT NULL,
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UTMContent TEXT NOT NULL,
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UTMTerm TEXT NOT NULL,
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FromTag TEXT NOT NULL,
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UserAgentMinor VARCHAR(255) NOT NULL,
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HitColor CHAR NOT NULL
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);

‎pg_duckdb/index.sql‎

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CREATE INDEX adveng on hits (advengineid);
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CREATE INDEX regid on hits (RegionID);
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CREATE INDEX cid on hits (counterid);
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CREATE INDEX eventtime on hits (eventtime);
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CREATE INDEX eventdate on hits (eventdate);
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CREATE INDEX mobile on hits (mobilephonemodel);
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CREATE INDEX refresh on hits (isrefresh, dontcounthits);
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CREATE INDEX resolutionwidth on hits (resolutionwidth);
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CREATE INDEX search on hits (searchphrase);
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CREATE INDEX userid on hits (userid);
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CREATE INDEX useridsearch on hits (userid, searchphrase);
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CREATE INDEX widcip on hits (watchid, clientip);
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CREATE INDEX mobileuser on hits (MobilePhoneModel,UserID);
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CREATE INDEX regionuser on hits (RegionID,UserID);
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CREATE INDEX mobile2 on hits (mobilephonemodel) WHERE mobilephonemodel <> ''::text;
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CREATE INDEX search2 on hits (searchphrase) WHERE searchphrase <> ''::text;
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CREATE EXTENSION IF NOT EXISTS pg_trgm;
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CREATE INDEX trgm_idx_title ON hits USING gin (title gin_trgm_ops);
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CREATE INDEX trgm_idx_url ON hits USING gin (url gin_trgm_ops);
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‎pg_duckdb/queries.sql‎

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SELECT COUNT(*) FROM hits;
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SELECT COUNT(*) FROM hits WHERE AdvEngineID <> 0;
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SELECT SUM(AdvEngineID), COUNT(*), AVG(ResolutionWidth) FROM hits;
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SELECT AVG(UserID) FROM hits;
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SELECT COUNT(DISTINCT UserID) FROM hits;
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SELECT COUNT(DISTINCT SearchPhrase) FROM hits;
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SELECT MIN(EventDate), MAX(EventDate) FROM hits;
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SELECT AdvEngineID, COUNT(*) FROM hits WHERE AdvEngineID <> 0 GROUP BY AdvEngineID ORDER BY COUNT(*) DESC;
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SELECT RegionID, COUNT(DISTINCT UserID) AS u FROM hits GROUP BY RegionID ORDER BY u DESC LIMIT 10;
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SELECT RegionID, SUM(AdvEngineID), COUNT(*) AS c, AVG(ResolutionWidth), COUNT(DISTINCT UserID) FROM hits GROUP BY RegionID ORDER BY c DESC LIMIT 10;
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SELECT MobilePhoneModel, COUNT(DISTINCT UserID) AS u FROM hits WHERE MobilePhoneModel <> '' GROUP BY MobilePhoneModel ORDER BY u DESC LIMIT 10;
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SELECT MobilePhone, MobilePhoneModel, COUNT(DISTINCT UserID) AS u FROM hits WHERE MobilePhoneModel <> '' GROUP BY MobilePhone, MobilePhoneModel ORDER BY u DESC LIMIT 10;
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SELECT SearchPhrase, COUNT(*) AS c FROM hits WHERE SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;
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SELECT SearchPhrase, COUNT(DISTINCT UserID) AS u FROM hits WHERE SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY u DESC LIMIT 10;
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SELECT SearchEngineID, SearchPhrase, COUNT(*) AS c FROM hits WHERE SearchPhrase <> '' GROUP BY SearchEngineID, SearchPhrase ORDER BY c DESC LIMIT 10;
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SELECT UserID, COUNT(*) FROM hits GROUP BY UserID ORDER BY COUNT(*) DESC LIMIT 10;
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SELECT UserID, SearchPhrase, COUNT(*) FROM hits GROUP BY UserID, SearchPhrase ORDER BY COUNT(*) DESC LIMIT 10;
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SELECT UserID, SearchPhrase, COUNT(*) FROM hits GROUP BY UserID, SearchPhrase LIMIT 10;
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SELECT UserID, extract(minute FROM EventTime) AS m, SearchPhrase, COUNT(*) FROM hits GROUP BY UserID, m, SearchPhrase ORDER BY COUNT(*) DESC LIMIT 10;
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SELECT UserID FROM hits WHERE UserID = 435090932899640449;
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SELECT COUNT(*) FROM hits WHERE URL LIKE '%google%';
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SELECT SearchPhrase, MIN(URL), COUNT(*) AS c FROM hits WHERE URL LIKE '%google%' AND SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;
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SELECT SearchPhrase, MIN(URL), MIN(Title), COUNT(*) AS c, COUNT(DISTINCT UserID) FROM hits WHERE Title LIKE '%Google%' AND URL NOT LIKE '%.google.%' AND SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;
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SELECT * FROM hits WHERE URL LIKE '%google%' ORDER BY EventTime LIMIT 10;
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SELECT SearchPhrase FROM hits WHERE SearchPhrase <> '' ORDER BY EventTime LIMIT 10;
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SELECT SearchPhrase FROM hits WHERE SearchPhrase <> '' ORDER BY SearchPhrase LIMIT 10;
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SELECT SearchPhrase FROM hits WHERE SearchPhrase <> '' ORDER BY EventTime, SearchPhrase LIMIT 10;
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SELECT CounterID, AVG(length(URL)) AS l, COUNT(*) AS c FROM hits WHERE URL <> '' GROUP BY CounterID HAVING COUNT(*) > 100000 ORDER BY l DESC LIMIT 25;
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SELECT REGEXP_REPLACE(Referer, '^https?://(?:www\.)?([^/]+)/.*$', '\1') AS k, AVG(length(Referer)) AS l, COUNT(*) AS c, MIN(Referer) FROM hits WHERE Referer <> '' GROUP BY k HAVING COUNT(*) > 100000 ORDER BY l DESC LIMIT 25;
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SELECT SUM(ResolutionWidth), SUM(ResolutionWidth + 1), SUM(ResolutionWidth + 2), SUM(ResolutionWidth + 3), SUM(ResolutionWidth + 4), SUM(ResolutionWidth + 5), SUM(ResolutionWidth + 6), SUM(ResolutionWidth + 7), SUM(ResolutionWidth + 8), SUM(ResolutionWidth + 9), SUM(ResolutionWidth + 10), SUM(ResolutionWidth + 11), SUM(ResolutionWidth + 12), SUM(ResolutionWidth + 13), SUM(ResolutionWidth + 14), SUM(ResolutionWidth + 15), SUM(ResolutionWidth + 16), SUM(ResolutionWidth + 17), SUM(ResolutionWidth + 18), SUM(ResolutionWidth + 19), SUM(ResolutionWidth + 20), SUM(ResolutionWidth + 21), SUM(ResolutionWidth + 22), SUM(ResolutionWidth + 23), SUM(ResolutionWidth + 24), SUM(ResolutionWidth + 25), SUM(ResolutionWidth + 26), SUM(ResolutionWidth + 27), SUM(ResolutionWidth + 28), SUM(ResolutionWidth + 29), SUM(ResolutionWidth + 30), SUM(ResolutionWidth + 31), SUM(ResolutionWidth + 32), SUM(ResolutionWidth + 33), SUM(ResolutionWidth + 34), SUM(ResolutionWidth + 35), SUM(ResolutionWidth + 36), SUM(ResolutionWidth + 37), SUM(ResolutionWidth + 38), SUM(ResolutionWidth + 39), SUM(ResolutionWidth + 40), SUM(ResolutionWidth + 41), SUM(ResolutionWidth + 42), SUM(ResolutionWidth + 43), SUM(ResolutionWidth + 44), SUM(ResolutionWidth + 45), SUM(ResolutionWidth + 46), SUM(ResolutionWidth + 47), SUM(ResolutionWidth + 48), SUM(ResolutionWidth + 49), SUM(ResolutionWidth + 50), SUM(ResolutionWidth + 51), SUM(ResolutionWidth + 52), SUM(ResolutionWidth + 53), SUM(ResolutionWidth + 54), SUM(ResolutionWidth + 55), SUM(ResolutionWidth + 56), SUM(ResolutionWidth + 57), SUM(ResolutionWidth + 58), SUM(ResolutionWidth + 59), SUM(ResolutionWidth + 60), SUM(ResolutionWidth + 61), SUM(ResolutionWidth + 62), SUM(ResolutionWidth + 63), SUM(ResolutionWidth + 64), SUM(ResolutionWidth + 65), SUM(ResolutionWidth + 66), SUM(ResolutionWidth + 67), SUM(ResolutionWidth + 68), SUM(ResolutionWidth + 69), SUM(ResolutionWidth + 70), SUM(ResolutionWidth + 71), SUM(ResolutionWidth + 72), SUM(ResolutionWidth + 73), SUM(ResolutionWidth + 74), SUM(ResolutionWidth + 75), SUM(ResolutionWidth + 76), SUM(ResolutionWidth + 77), SUM(ResolutionWidth + 78), SUM(ResolutionWidth + 79), SUM(ResolutionWidth + 80), SUM(ResolutionWidth + 81), SUM(ResolutionWidth + 82), SUM(ResolutionWidth + 83), SUM(ResolutionWidth + 84), SUM(ResolutionWidth + 85), SUM(ResolutionWidth + 86), SUM(ResolutionWidth + 87), SUM(ResolutionWidth + 88), SUM(ResolutionWidth + 89) FROM hits;
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SELECT SearchEngineID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM hits WHERE SearchPhrase <> '' GROUP BY SearchEngineID, ClientIP ORDER BY c DESC LIMIT 10;
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SELECT WatchID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM hits WHERE SearchPhrase <> '' GROUP BY WatchID, ClientIP ORDER BY c DESC LIMIT 10;
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SELECT WatchID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM hits GROUP BY WatchID, ClientIP ORDER BY c DESC LIMIT 10;
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SELECT URL, COUNT(*) AS c FROM hits GROUP BY URL ORDER BY c DESC LIMIT 10;
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SELECT 1, URL, COUNT(*) AS c FROM hits GROUP BY 1, URL ORDER BY c DESC LIMIT 10;
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SELECT ClientIP, ClientIP - 1, ClientIP - 2, ClientIP - 3, COUNT(*) AS c FROM hits GROUP BY ClientIP, ClientIP - 1, ClientIP - 2, ClientIP - 3 ORDER BY c DESC LIMIT 10;
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SELECT URL, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND DontCountHits = 0 AND IsRefresh = 0 AND URL <> '' GROUP BY URL ORDER BY PageViews DESC LIMIT 10;
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SELECT Title, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND DontCountHits = 0 AND IsRefresh = 0 AND Title <> '' GROUP BY Title ORDER BY PageViews DESC LIMIT 10;
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SELECT URL, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 AND IsLink <> 0 AND IsDownload = 0 GROUP BY URL ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;
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SELECT TraficSourceID, SearchEngineID, AdvEngineID, CASE WHEN (SearchEngineID = 0 AND AdvEngineID = 0) THEN Referer ELSE '' END AS Src, URL AS Dst, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 GROUP BY TraficSourceID, SearchEngineID, AdvEngineID, Src, Dst ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;
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SELECT URLHash, EventDate, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 AND TraficSourceID IN (-1, 6) AND RefererHash = 3594120000172545465 GROUP BY URLHash, EventDate ORDER BY PageViews DESC LIMIT 10 OFFSET 100;
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SELECT WindowClientWidth, WindowClientHeight, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 AND DontCountHits = 0 AND URLHash = 2868770270353813622 GROUP BY WindowClientWidth, WindowClientHeight ORDER BY PageViews DESC LIMIT 10 OFFSET 10000;
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SELECT DATE_TRUNC('minute', EventTime) AS M, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-14' AND EventDate <= '2013-07-15' AND IsRefresh = 0 AND DontCountHits = 0 GROUP BY DATE_TRUNC('minute', EventTime) ORDER BY DATE_TRUNC('minute', EventTime) LIMIT 10 OFFSET 1000;

‎pg_duckdb/results/c6a.4xlarge.json‎

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{
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"system": "pg_duckdb",
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"date": "2025-03-05",
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"machine": "c6a.4xlarge, 500gb gp2",
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"cluster_size": 1,
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"tags": ["column-oriented", "PostgreSQL compatible"],
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"load_time": 0,
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"data_size": 0,
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"result": [
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[5.32995,2.15801,2.09045],
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[5.27475,1.82292,1.81563],
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[249.359,237.462,237.464],
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[10.2005,6.9146,6.80924],
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[12.4853,8.97217,9.00973],
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[14.4248,11.4833,11.3597],
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[8.7279,7.5938,7.5926],
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[5.29502,1.83337,1.88509],
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[13.9546,9.93488,9.92622],
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[249.438,237.569,237.546],
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[9.27199,4.77739,4.70823],
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[484.384,407.629,408.474],
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[5.5969,2.91936,2.93464],
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[16.502,6.04449,6.04522],
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[249.125,237.847,237.499],
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[12.051,9.16708,9.06759],
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[22.5604,16.604,16.4832],
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[22.1326,16.4391,16.3608],
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[250.116,238.565,237.718],
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[0.304106,0.031646,0.027524],
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[260.802,249.17,248.514],
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[249.368,237.623,237.495],
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[249.382,237.444,237.49],
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[265.968,259.974,259.748],
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[249.444,237.542,237.495],
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[5.3746,1.75421,1.64044],
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[249.481,237.479,237.582],
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[258.805,247.996,246.663],
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[251.521,242.796,241.955],
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[9.06261,6.9188,6.83185],
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[249.495,237.665,237.538],
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[249.02,237.681,237.478],
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[250.28,239.045,238.233],
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[261.416,249.3,248.081],
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[262.027,249.641,248.708],
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[25.9341,15.6849,15.8644],
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[5.50479,0.433996,0.438132],
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[5.34545,0.395093,0.391157],
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[8.14077,0.466864,0.460441],
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[5.43084,0.574749,0.56887],
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[8.04495,0.423942,0.43081],
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[8.00692,0.469748,0.462062],
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[23.2883,0.707514,0.701234],
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]
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}

‎pg_duckdb/run.sh‎

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#!/bin/bash
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TRIES=3
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cat queries.sql | while read -r query; do
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sync
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echo 3 | sudo tee /proc/sys/vm/drop_caches
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echo "$query"
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for i in $(seq 1 $TRIES); do
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echo -e "\\\timing\n$query" | docker exec -i pgduck psql -U postgres -d test -t | grep 'Time'
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done
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done

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