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Merge pull request #165 from tinybit/add_oxla_db
Added Oxla.com DB
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‎oxla/benchmark.sh

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#!/bin/bash -e
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# cleanup
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sudo ps aux | grep fakes3 | grep -v grep | awk '{print $2}' | sudo xargs -r kill -9
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sudo ps aux | grep oxla | grep -v grep | awk '{print $2}' | sudo xargs -r kill -9
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# docker
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sudo rm /usr/share/keyrings/docker-archive-keyring.gpg
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curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo gpg --dearmor -o /usr/share/keyrings/docker-archive-keyring.gpg
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echo "deb [arch=$(dpkg --print-architecture) signed-by=/usr/share/keyrings/docker-archive-keyring.gpg] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable" | sudo tee /etc/apt/sources.list.d/docker.list > /dev/null
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sudo apt update
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sudo apt install -y docker-ce
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# base
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sudo apt-get install -y postgresql-client curl wget apt-transport-https ca-certificates software-properties-common gnupg2 parallel
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sudo DEBIAN_FRONTEND=noninteractive apt-get install -y build-essential
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# ruby and fake S3
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sudo apt install -y ruby-full
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sudo gem install bundler fakes3 webrick sorted_set
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# install aws cli tools
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sudo rm /usr/local/bin/aws
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sudo rm /usr/local/bin/aws_completer
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sudo rm -rf /usr/local/aws-cli
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sudo rm -rf ~/.aws/ aws
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curl "https://awscli.amazonaws.com/awscli-exe-linux-x86_64.zip" -o "awscliv2.zip"
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unzip awscliv2.zip
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sudo ./aws/install --update
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/usr/local/bin/aws --version
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rm -f awscliv2.zip
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# configure aws
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mkdir -p ~/.aws
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echo -e "[default]\nregion = none" > ~/.aws/config
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echo -e "[default]\naws_access_key_id = none\naws_secret_access_key = none" > ~/.aws/credentials
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# run fake S3
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sudo ps aux | grep fakes3 | grep -v grep | awk '{print $2}' | sudo xargs -r kill -9
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sudo rm -rf /mnt/fakes3_root
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sudo mkdir -p /mnt/fakes3_root
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sudo chmod a+rw /mnt/fakes3_root -R
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fakes3 -r /mnt/fakes3_root -H 0.0.0.0 -p 4569 --license license.pdf > /dev/null 2>&1 &
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sleep 10 # waiting for container start
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# download dataset
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wget --no-verbose --continue 'https://datasets.clickhouse.com/hits_compatible/hits.tsv.gz'
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gzip -d hits.tsv.gz
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chmod 777 ~ hits.tsv
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# convert dataset to csv
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rm -f part_*.csv
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curl https://clickhouse.com/ | sh
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./clickhouse local --query "SELECT * FROM 'hits.tsv' INTO OUTFILE 'hits.csv'"
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rm hits.tsv
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# prepare digestable parts (5m rows each) of hits.csv
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split -l 5000000 hits.csv part_
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for file in part_*; do mv "$file" "${file}.csv"; done
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# upload dataset (prepared parts) to fake S3 bucket
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aws s3 mb s3://my-new-bucket --endpoint-url http://localhost:4569
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for file in part_*.csv; do
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echo "Processing file: $file"
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# copy the file to the S3 bucket
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aws s3 cp "./$file" s3://my-new-bucket --endpoint-url http://localhost:4569 > /dev/null 2>&1
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# clean-up tmp parts left after upload
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TMPPARTS=$(aws s3api list-objects --bucket my-new-bucket --query "Contents[?contains(Key, '_${file}_')].Key" --output text --endpoint-url http://localhost:4569)
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echo $TMPPARTS | tr ' ' '\n' | grep . | parallel -j16 aws s3api delete-object --bucket my-new-bucket --key {} --endpoint-url http://localhost:4569
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done
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# get and configure Oxla image
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echo "Install and run Oxla."
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sudo ps aux | grep oxla | grep -v grep | awk '{print $2}' | sudo xargs -r kill -9
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sudo docker run --rm -p 5432:5432 --name oxlacontainer public.ecr.aws/oxla/release:latest > /dev/null 2>&1 &
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sleep 10 # waiting for container start and db initialisation (leader election, etc.)
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sudo docker exec oxlacontainer /bin/bash -c "sed -i 's#endpoint: \"\"#endpoint: \"http://localhost:4569\"#g' oxla/default_config.yml"
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sudo docker exec oxlacontainer /bin/bash -c "sed -i 's#endpoint:.*#endpoint: '\''http://localhost:4569'\''#g' oxla/startup_config/config.yml"
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sudo docker rmi oxla-configured-image:latest > /dev/null 2>&1 || echo "" > /dev/null
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sudo docker commit oxlacontainer oxla-configured-image
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sudo ps aux | grep oxla | grep -v grep | awk '{print $2}' | sudo xargs -r kill -9
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# run oxla
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sudo docker run --rm --net=host --name oxlacontainer oxla-configured-image > /dev/null 2>&1 &
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sleep 10 # waiting for container start and db initialisation (leader election, etc.)
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# create table and ingest data
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export PGCLIENTENCODING=UTF8
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psql -h localhost -p 5432 -U postgres -t -c 'CREATE SCHEMA test'
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psql -h localhost -p 5432 -U postgres -d test -t < create.sql
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for file in part_*.csv; do
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echo "Processing file: $file"
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psql -h localhost -p 5432 -U postgres -d test -t -c '\timing' -c "COPY hits FROM 's3://my-new-bucket/$file';"
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aws s3api delete-object --bucket my-new-bucket --key "$file" --endpoint-url http://localhost:4569
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done
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# get ingested data size
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echo "data size after ingest:"
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sudo docker exec oxlacontainer /bin/bash -c "du -s oxla/data"
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# wait for merges to finish
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sleep 30
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# kill fake S3 and remove its data
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ps aux | grep fakes3 | grep -v grep | awk '{print $2}' | sudo xargs -r kill -9
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sudo rm -rf /mnt/fakes3_root
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# run benchmark
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echo "running benchmark..."
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./run.sh 2>&1 | tee log.txt
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# format results
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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; }'

‎oxla/create.sql

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CREATE TABLE hits
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(
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WatchID BIGINT NOT NULL,
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JavaEnable INT NOT NULL,
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Title TEXT NOT NULL,
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GoodEvent INT NOT NULL,
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EventTime 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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UserID BIGINT NOT NULL,
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CounterClass INT NOT NULL,
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OS INT NOT NULL,
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UserAgent INT NOT NULL,
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URL TEXT NOT NULL,
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Referer TEXT NOT NULL,
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IsRefresh INT NOT NULL,
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RefererCategoryID INT NOT NULL,
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RefererRegionID INTEGER NOT NULL,
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URLCategoryID INT NOT NULL,
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URLRegionID INTEGER NOT NULL,
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ResolutionWidth INT NOT NULL,
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ResolutionHeight INT NOT NULL,
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ResolutionDepth INT NOT NULL,
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FlashMajor INT NOT NULL,
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FlashMinor INT NOT NULL,
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FlashMinor2 TEXT NOT NULL,
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NetMajor INT NOT NULL,
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NetMinor INT NOT NULL,
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UserAgentMajor INT NOT NULL,
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UserAgentMinor TEXT NOT NULL,
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CookieEnable INT NOT NULL,
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JavascriptEnable INT NOT NULL,
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IsMobile INT NOT NULL,
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MobilePhone INT NOT NULL,
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MobilePhoneModel TEXT NOT NULL,
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Params TEXT NOT NULL,
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IPNetworkID INTEGER NOT NULL,
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TraficSourceID INT NOT NULL,
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SearchEngineID INT NOT NULL,
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SearchPhrase TEXT NOT NULL,
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AdvEngineID INT NOT NULL,
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IsArtifical INT NOT NULL,
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WindowClientWidth INT NOT NULL,
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WindowClientHeight INT NOT NULL,
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ClientTimeZone INT NOT NULL,
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ClientEventTime TIMESTAMP NOT NULL,
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SilverlightVersion1 INT NOT NULL,
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SilverlightVersion2 INT NOT NULL,
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SilverlightVersion3 INTEGER NOT NULL,
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SilverlightVersion4 INT NOT NULL,
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PageCharset TEXT NOT NULL,
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CodeVersion INTEGER NOT NULL,
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IsLink INT NOT NULL,
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IsDownload INT NOT NULL,
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IsNotBounce INT NOT NULL,
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FUniqID BIGINT NOT NULL,
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OriginalURL TEXT NOT NULL,
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HID INTEGER NOT NULL,
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IsOldCounter INT NOT NULL,
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IsEvent INT NOT NULL,
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IsParameter INT NOT NULL,
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DontCountHits INT NOT NULL,
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WithHash INT NOT NULL,
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HitColor CHAR NOT NULL,
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LocalEventTime TIMESTAMP NOT NULL,
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Age INT NOT NULL,
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Sex INT NOT NULL,
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Income INT NOT NULL,
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Interests INT NOT NULL,
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Robotness INT 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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HistoryLength INT 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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HTTPError INT 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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SocialSourceNetworkID INT NOT NULL,
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SocialSourcePage TEXT NOT NULL,
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ParamPrice BIGINT NOT NULL,
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ParamOrderID TEXT NOT NULL,
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ParamCurrency TEXT NOT NULL,
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ParamCurrencyID INT 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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HasGCLID INT NOT NULL,
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RefererHash BIGINT NOT NULL,
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URLHash BIGINT NOT NULL,
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CLID INTEGER NOT NULL
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);

‎oxla/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 NULL;
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SELECT NULL;
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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 NULL;
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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 NULL;

‎oxla/results/c6a.4xlarge.json

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{
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"system": "Oxla.com",
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"date": "2024-01-31",
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"machine": "c6a.4xlarge, 500gb gp2",
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"cluster_size": 1,
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"comment": "ingests data only from non-compressed cvs. data should be ingested in chunks < ~5Gb",
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"tags": ["C", "analytical", "somewhat PostgreSQL compatible"],
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"load_time": 584.88,
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"data_size": 83948840996,
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"result": [
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[0.050129,0.022855,0.022903],
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[0.057503,0.015481,0.015516],
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[0.094277,0.025541,0.026299],
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[0.16258,0.024306,0.023829],
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[0.039942,0.021789,0.02218],
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[0.1374,0.101147,0.099119],
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[0.059388,0.025719,0.0264],
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[0.033712,0.017465,0.0184],
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[0.135859,0.096702,0.095512],
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[0.171016,0.155303,0.154772],
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[0.190669,0.182083,0.183751],
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[0.22111,0.18886,0.193252],
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[2.52142,2.55214,2.54007],
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[2.6807,2.5843,2.63534],
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[2.75055,2.68715,2.67322],
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[1.52986,1.47056,1.49706],
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[8.22161,7.84746,7.57008],
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[7.06027,7.33078,6.88351],
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[10.5416,10.2955,10.2149],
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[0.053765,0.02466,0.023807],
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[2.67538,2.54948,2.71025],
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[null,null,null],
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[null,null,null],
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[8.75207,8.09075,8.26788],
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[0.359349,0.31487,0.312975],
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[0.331405,0.339576,0.332647],
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[0.351841,0.340408,0.325682],
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[1.62115,1.67895,1.74872],
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[null,null,null],
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[1.58662,1.58356,1.58278],
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[0.632047,0.553994,0.586148],
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[1.15181,1.14935,1.10892],
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[13.1952,13.0677,12.6957],
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[15.9073,13.0187,12.6488],
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[12.3274,13.7521,14.7386],
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[1.27877,1.35705,1.24621],
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[1.011,0.955655,0.967898],
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[3.46346,0.841062,0.878294],
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[0.867865,0.885799,0.812358],
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[4.55556,1.79754,1.75293],
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[4.00301,0.064817,0.062893],
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[0.163954,0.063076,0.060033],
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[null,null,null]
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]
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}

‎oxla/run.sh

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#!/bin/bash
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TRIES=3
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cat queries.sql | while read 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 $TRIES); do
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sudo psql -h localhost -p 5432 -U postgres -d test -t -c '\timing' -c "$query" | grep 'Time'
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done;
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done;

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