Add Sirius

sirius/README.md

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+# Sirius
+
+[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.
+
+## Running the benchmark
+
+The benchmark script has been validated on both Lambda Cloud `GH200` instances and AWS EC2 `p5.4xlarge` instances.
+
+### AWS EC2
+
+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.
+
+### Lambda Cloud
+
+Running the benchmark on Lambda Cloud requires no additional setup.

sirius/benchmark.sh

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

sirius/create.sql

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

sirius/dependencies.sh

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

sirius/load.sql

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

sirius/queries.sql

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+SELECT COUNT(*) FROM hits;
+SELECT COUNT(*) FROM hits WHERE AdvEngineID <> 0;
+SELECT SUM(AdvEngineID), COUNT(*), AVG(ResolutionWidth) FROM hits;
+SELECT AVG(UserID) FROM hits;
+SELECT COUNT(DISTINCT UserID) FROM hits;
+SELECT COUNT(DISTINCT SearchPhrase) FROM hits;
+SELECT MIN(EventDate), MAX(EventDate) FROM hits;
+SELECT AdvEngineID, COUNT(*) FROM hits WHERE AdvEngineID <> 0 GROUP BY AdvEngineID ORDER BY COUNT(*) DESC;
+SELECT RegionID, COUNT(DISTINCT UserID) AS u FROM hits GROUP BY RegionID ORDER BY u DESC LIMIT 10;
+SELECT RegionID, SUM(AdvEngineID), COUNT(*) AS c, AVG(ResolutionWidth), COUNT(DISTINCT UserID) FROM hits GROUP BY RegionID ORDER BY c DESC LIMIT 10;
+SELECT MobilePhoneModel, COUNT(DISTINCT UserID) AS u FROM hits WHERE MobilePhoneModel <> '' GROUP BY MobilePhoneModel ORDER BY u DESC LIMIT 10;
+SELECT MobilePhone, MobilePhoneModel, COUNT(DISTINCT UserID) AS u FROM hits WHERE MobilePhoneModel <> '' GROUP BY MobilePhone, MobilePhoneModel ORDER BY u DESC LIMIT 10;
+SELECT SearchPhrase, COUNT(*) AS c FROM hits WHERE SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;
+SELECT SearchPhrase, COUNT(DISTINCT UserID) AS u FROM hits WHERE SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY u DESC LIMIT 10;
+SELECT SearchEngineID, SearchPhrase, COUNT(*) AS c FROM hits WHERE SearchPhrase <> '' GROUP BY SearchEngineID, SearchPhrase ORDER BY c DESC LIMIT 10;
+SELECT UserID, COUNT(*) FROM hits GROUP BY UserID ORDER BY COUNT(*) DESC LIMIT 10;
+SELECT UserID, SearchPhrase, COUNT(*) FROM hits GROUP BY UserID, SearchPhrase ORDER BY COUNT(*) DESC LIMIT 10;
+SELECT UserID, SearchPhrase, COUNT(*) FROM hits GROUP BY UserID, SearchPhrase LIMIT 10;
+SELECT UserID, extract(minute FROM EventTime) AS m, SearchPhrase, COUNT(*) FROM hits GROUP BY UserID, m, SearchPhrase ORDER BY COUNT(*) DESC LIMIT 10;
+SELECT UserID FROM hits WHERE UserID = 435090932899640449;
+SELECT COUNT(*) FROM hits WHERE URL LIKE '%google%';
+SELECT SearchPhrase, MIN(URL), COUNT(*) AS c FROM hits WHERE URL LIKE '%google%' AND SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;
+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;
+SELECT * FROM hits WHERE URL LIKE '%google%' ORDER BY EventTime LIMIT 10;
+SELECT SearchPhrase FROM hits WHERE SearchPhrase <> '' ORDER BY EventTime LIMIT 10;
+SELECT SearchPhrase FROM hits WHERE SearchPhrase <> '' ORDER BY SearchPhrase LIMIT 10;
+SELECT SearchPhrase FROM hits WHERE SearchPhrase <> '' ORDER BY EventTime, SearchPhrase LIMIT 10;
+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;
+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;
+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;
+SELECT SearchEngineID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM hits WHERE SearchPhrase <> '' GROUP BY SearchEngineID, ClientIP ORDER BY c DESC LIMIT 10;
+SELECT WatchID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM hits WHERE SearchPhrase <> '' GROUP BY WatchID, ClientIP ORDER BY c DESC LIMIT 10;
+SELECT WatchID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM hits GROUP BY WatchID, ClientIP ORDER BY c DESC LIMIT 10;
+SELECT URL, COUNT(*) AS c FROM hits GROUP BY URL ORDER BY c DESC LIMIT 10;
+SELECT 1, URL, COUNT(*) AS c FROM hits GROUP BY 1, URL ORDER BY c DESC LIMIT 10;
+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;
+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;
+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;
+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;
+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;
+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;
+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;
+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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+{
+    "system": "Sirius",
+    "date": "2025-11-07",
+    "machine": "lambda-GH200",
+    "cluster_size": 1,
+    "proprietary": "no",
+    "hardware": "gpu",
+    "tuned": "no",
+    "tags": ["C++","column-oriented","embedded","lukewarm-cold-run"],
+    "load_time": 26.30,
+    "data_size": 26903326720,
+    "result": [
+        [0.014,0.001,0.001],
+        [0.374,0.004,0.004],
+        [0.757,0.005,0.004],
+        [0.793,0.005,0.004],
+        [0.541,0.008,0.007],
+        [2.117,0.013,0.010],
+        [0.277,0.005,0.004],
+        [0.289,0.005,0.011],
+        [1.006,0.084,0.085],
+        [1.334,0.089,0.089],
+        [1.621,0.017,0.016],
+        [1.649,0.018,0.017],
+        [1.835,0.018,0.018],
+        [2.432,0.124,0.125],
+        [2.100,0.020,0.019],
+        [0.557,0.013,0.013],
+        [2.303,0.036,0.036],
+        [2.314,0.026,0.025],
+        [3.444,0.060,0.059],
+        [0.499,0.004,0.004],
+        [10.373,0.041,0.041],
+        [9.085,0.014,0.013],
+        [17.467,0.032,0.032],
+        [70.218,0.066,0.067],
+        [3.397,0.013,0.013],
+        [1.795,0.009,0.009],
+        [2.453,0.028,0.027],
+        [12.015,0.165,0.165],
+        [9.587,0.268,0.267],
+        [0.576,0.036,0.035],
+        [3.161,0.010,0.009],
+        [3.995,0.013,0.013],
+        [1.673,0.072,0.072],
+        [7.463,0.075,0.074],
+        [7.331,0.077,0.077],
+        [0.475,0.020,0.020],
+        [7.886,0.006,0.006],
+        [8.330,0.006,0.006],
+        [7.853,0.006,0.005],
+        [16.314,0.010,0.010],
+        [3.441,0.006,0.005],
+        [2.121,0.005,0.005],
+        [1.605,0.005,0.005]
+    ]
+}
+