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Merge pull request #711 from sirius-db/sirius
Add Sirius
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‎sirius/README.md‎

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# Sirius
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[Sirius](https://github.com/sirius-db/sirius) is an open-source, GPU-native SQL engine that provides drop-in acceleration for existing databases such as DuckDB.
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## Running the benchmark
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The benchmark script has been validated on both Lambda Cloud `GH200` instances and AWS EC2 `p5.4xlarge` instances.
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### AWS EC2
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To run the benchmark on AWS, launch an EC2 instance using the `Deep Learning Base AMI with Single CUDA (Ubuntu 22.04)` (x86 version), which includes CUDA preinstalled.
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### Lambda Cloud
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Running the benchmark on Lambda Cloud requires no additional setup.

‎sirius/benchmark.sh‎

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#!/bin/bash
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# Install dependencies
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source dependencies.sh
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# Build Sirius
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git clone --recurse-submodules https://github.com/sirius-db/sirius.git
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cd sirius
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git checkout clickbench
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source setup_sirius.sh
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make -j$(nproc)
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export PATH="$PATH:`pwd`/build/release/"
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cd ..
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# Load the data
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wget --continue --progress=dot:giga 'https://datasets.clickhouse.com/hits_compatible/hits.parquet'
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echo -n "Load time: "
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command time -f '%e' duckdb hits.db -f create.sql -f load.sql
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# Run the queries
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./run.sh 2>&1 | tee log.txt
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echo -n "Data size: "
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wc -c hits.db
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cat log.txt |
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grep -P '^\d|Killed|Segmentation|^Run Time \(s\): real' |
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sed -r -e 's/^.*(Killed|Segmentation).*$/null\nnull\nnull/; s/^Run Time \(s\): real\s*([0-9.]+).*$/\1/' |
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awk '{
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buf[i++] = $1
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if (i == 4) {
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printf "[%s,%s,%s],\n", buf[1], buf[2], buf[3]
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i = 0
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}
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}'

‎sirius/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 SMALLINT NOT NULL,
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Title TEXT,
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GoodEvent SMALLINT 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 SMALLINT NOT NULL,
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OS SMALLINT NOT NULL,
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UserAgent SMALLINT NOT NULL,
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URL TEXT,
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Referer TEXT,
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IsRefresh SMALLINT NOT NULL,
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RefererCategoryID SMALLINT NOT NULL,
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RefererRegionID INTEGER NOT NULL,
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URLCategoryID SMALLINT NOT NULL,
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URLRegionID INTEGER 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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FlashMinor2 TEXT,
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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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UserAgentMinor VARCHAR(255) 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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MobilePhoneModel TEXT,
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Params TEXT,
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IPNetworkID INTEGER NOT NULL,
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TraficSourceID SMALLINT NOT NULL,
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SearchEngineID SMALLINT NOT NULL,
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SearchPhrase TEXT,
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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,
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ClientEventTime TIMESTAMP NOT NULL,
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SilverlightVersion1 SMALLINT NOT NULL,
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SilverlightVersion2 SMALLINT NOT NULL,
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SilverlightVersion3 INTEGER NOT NULL,
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SilverlightVersion4 SMALLINT NOT NULL,
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PageCharset TEXT,
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CodeVersion INTEGER 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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FUniqID BIGINT NOT NULL,
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OriginalURL TEXT,
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HID INTEGER 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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HitColor CHAR NOT NULL,
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LocalEventTime TIMESTAMP 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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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 SMALLINT NOT NULL,
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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 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 SMALLINT NOT NULL,
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SocialSourcePage TEXT,
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ParamPrice BIGINT NOT NULL,
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ParamOrderID TEXT,
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ParamCurrency TEXT,
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ParamCurrencyID SMALLINT NOT NULL,
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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 SMALLINT 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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);

‎sirius/dependencies.sh‎

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#!/bin/bash
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echo "Checking dependencies..."
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# DuckDB dependencies
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sudo apt-get update -y
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sudo apt-get install -y git g++ ninja-build libssl-dev build-essential make ccache pip
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# CMake
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CMAKE_REQUIRED_VERSION="3.30.4"
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if command -v cmake &>/dev/null; then
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CMAKE_INSTALLED_VERSION=$(cmake --version | head -n1 | awk '{print $3}')
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else
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CMAKE_INSTALLED_VERSION="0"
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fi
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version_lt() {
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[ "$(printf '%s\n%s\n' "$1" "$2" | sort -V | head -n1)" != "$2" ]
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}
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if version_lt "$CMAKE_INSTALLED_VERSION" "$CMAKE_REQUIRED_VERSION"; then
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echo "CMake version too old, installing version $CMAKE_REQUIRED_VERSION..."
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sudo apt purge --autoremove -y cmake
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wget -qO- "https://github.com/Kitware/CMake/releases/download/v$CMAKE_REQUIRED_VERSION/cmake-$CMAKE_REQUIRED_VERSION.tar.gz" | tar -xz
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cd "cmake-$CMAKE_REQUIRED_VERSION"
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./bootstrap
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make -j$(nproc)
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sudo make install
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cd ..
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rm -rf "cmake-$CMAKE_REQUIRED_VERSION"
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fi
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# CONDA
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MINICONDA_DIR="$HOME/miniconda3"
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if [[ ! -d "$MINICONDA_DIR" ]]; then
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echo "Miniconda not found. Installing..."
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ARCH=$(uname -m)
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if [[ "$ARCH" == "x86_64" ]]; then
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MINICONDA_URL="https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh"
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elif [[ "$ARCH" == "aarch64" ]]; then
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MINICONDA_URL="https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-aarch64.sh"
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else
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echo "Unsupported architecture for Miniconda: $ARCH"
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exit 1
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fi
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wget -q $MINICONDA_URL -O /tmp/Miniconda3-latest.sh
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bash /tmp/Miniconda3-latest.sh -b -p $HOME/miniconda3
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rm /tmp/Miniconda3-latest.sh
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fi
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source "$MINICONDA_DIR/etc/profile.d/conda.sh"
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# Accept ToS for non-interactive use
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conda tos accept --override-channels --channel https://repo.anaconda.com/pkgs/main
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conda tos accept --override-channels --channel https://repo.anaconda.com/pkgs/r
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# CUDF
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CUDF_REQUIRED_VERSION="25.12"
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CUDF_NIGHTLY=true
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CONDA_CUDF_ENV_NAME="libcudf-env"
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CONDA_BASE=$(conda info --base)
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export LIBCUDF_ENV_PREFIX="$CONDA_BASE/envs/$CONDA_CUDF_ENV_NAME"
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check_libcudf_version() {
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conda list --prefix "$1" 2>/dev/null | grep "^libcudf" | awk '{print $2}'
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}
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CUDF_INSTALLED_VERSION=$(check_libcudf_version "$LIBCUDF_ENV_PREFIX" || echo "")
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if [[ ! -d "$LIBCUDF_ENV_PREFIX" ]]; then
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echo "Creating conda environment $CONDA_CUDF_ENV_NAME..."
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conda create --name "$CONDA_CUDF_ENV_NAME" -y
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fi
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conda activate "$CONDA_CUDF_ENV_NAME"
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if [[ "$CUDF_INSTALLED_VERSION" != "$CUDF_REQUIRED_VERSION" ]]; then
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echo "Installing/upgrading libcudf $CUDF_REQUIRED_VERSION..."
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if [[ "$CUDF_NIGHTLY" = true ]]; then
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conda install -c rapidsai -c conda-forge -c nvidia "rapidsai-nightly::libcudf=$CUDF_REQUIRED_VERSION" -y
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else
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conda install -c rapidsai -c conda-forge -c nvidia "rapidsai::libcudf=$CUDF_REQUIRED_VERSION" -y
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fi
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fi

‎sirius/load.sql‎

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INSERT INTO hits
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SELECT * REPLACE (
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make_date(EventDate) AS EventDate,
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epoch_ms(EventTime * 1000) AS EventTime,
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epoch_ms(ClientEventTime * 1000) AS ClientEventTime,
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epoch_ms(LocalEventTime * 1000) AS LocalEventTime)
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FROM read_parquet('hits.parquet', binary_as_string=True);

‎sirius/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(STRLEN(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(STRLEN(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;

‎sirius/results/lambda-GH200.json‎

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{
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"system": "Sirius",
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"date": "2025-11-07",
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"machine": "lambda-GH200",
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"cluster_size": 1,
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"proprietary": "no",
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"hardware": "gpu",
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"tuned": "no",
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"tags": ["C++","column-oriented","embedded","lukewarm-cold-run"],
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"load_time": 26.30,
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"data_size": 26903326720,
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"result": [
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[0.014,0.001,0.001],
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[0.374,0.004,0.004],
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[0.757,0.005,0.004],
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[0.793,0.005,0.004],
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[0.541,0.008,0.007],
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[2.117,0.013,0.010],
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[0.277,0.005,0.004],
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[0.289,0.005,0.011],
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[1.006,0.084,0.085],
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[1.334,0.089,0.089],
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[1.621,0.017,0.016],
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[1.649,0.018,0.017],
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[1.835,0.018,0.018],
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[2.432,0.124,0.125],
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[2.100,0.020,0.019],
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[0.557,0.013,0.013],
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[2.303,0.036,0.036],
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[2.314,0.026,0.025],
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[3.444,0.060,0.059],
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[0.499,0.004,0.004],
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[10.373,0.041,0.041],
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[9.085,0.014,0.013],
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[17.467,0.032,0.032],
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[70.218,0.066,0.067],
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[3.397,0.013,0.013],
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[1.795,0.009,0.009],
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[2.453,0.028,0.027],
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[12.015,0.165,0.165],
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[9.587,0.268,0.267],
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[0.576,0.036,0.035],
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[3.161,0.010,0.009],
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[3.995,0.013,0.013],
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[1.673,0.072,0.072],
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[7.463,0.075,0.074],
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[7.331,0.077,0.077],
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[0.475,0.020,0.020],
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[7.886,0.006,0.006],
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[8.330,0.006,0.006],
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[7.853,0.006,0.005],
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[16.314,0.010,0.010],
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[3.441,0.006,0.005],
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[2.121,0.005,0.005],
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[1.605,0.005,0.005]
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]
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}
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