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MultiKernelBOSS

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Name		Name	Last commit message	Last commit date
BOSS		BOSS
BOSSArrayFireEngine		BOSSArrayFireEngine
BOSSArrowStorage		BOSSArrowStorage
BOSSVeloxEngine		BOSSVeloxEngine
Benchmarks		Benchmarks
Evaluation		Evaluation
dbgen		dbgen
.clang-format		.clang-format
.clang-tidy		.clang-tidy
.gitignore		.gitignore
CMakeLists.txt		CMakeLists.txt
LICENSE		LICENSE
README.md		README.md
generate_tpch_data.sh		generate_tpch_data.sh

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Multi-Kernel BOSS Benchmarks

Pre-requisites:

NVIDIA driver
Docker

Preparation on the host for CUDA support

follow instructions to install docker https://docs.docker.com/engine/install/
follow instructions to install nvidia-container-toolkit https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html
sudo apt update
sudo apt install nvidia-container-toolkit
sudo nvidia-ctk runtime configure --runtime=docker
sudo systemctl restart docker

Run the container image

docker run -ti --runtime=nvidia --gpus all --workdir / ghcr.io/hmohrdaurat/buildenvironment/velox-docker-image:latest

Download and install CUDA 12

only the CUDA Toolkit must be installed, not the driver

./cuda_12.0.1_525.85.12_linux.run
PATH=$PATH:/usr/local/cuda-12.0/bin
ldconfig

Get the benchmark code

git clone https://github.com/lsds/MultiKernelBOSS.git
cd MultiKernelBOSS

Generate TPC-H dataset

chmod u+x generate_tpch_data.sh
./generate_tpch_data.sh

Generate TPC-H for SF 1 only:

./generate_tpch_data.sh 1 1

Compile the code

mkdir build
cd build
cmake -DCMAKE_INSTALL_PREFIX:PATH=.. -DCMAKE_C_COMPILER=clang-14 -DCMAKE_CXX_COMPILER=clang++-14 -DCMAKE_BUILD_TYPE=Release -DVELOX_DIRS=/usr/local/velox -B. ..
cd ..
cmake --build build --target install

Run the benchmarks

cd bin

Velox with SF 1:

GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --disable-constraints --library libBOSSArrowStorage.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q1/BOSS/1000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --disable-constraints --library libBOSSArrowStorage.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q3/BOSS/1000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --disable-constraints --library libBOSSArrowStorage.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6/BOSS/1000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --disable-constraints --library libBOSSArrowStorage.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q9/BOSS/1000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --disable-constraints --library libBOSSArrowStorage.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q18/BOSS/1000MB

MonetDB and DuckDB with SF 1:

GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --fixed-point-numeric-type --benchmark_filter=TPC-H_Q[0-9]+/MonetDB/1000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --fixed-point-numeric-type --benchmark_filter=TPC-H_Q[0-9]+/DuckDB/1000MB

BOSS (CPU) with SF 1:

GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineCPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q1/BOSS/1000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineCPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q3V_POST-FILTER-2JOINS/BOSS/1000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineCPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6/BOSS/1000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineCPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q9V_POST-FILTER-AND-PRIORITY/BOSS/1000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineCPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q18/BOSS/1000MB

BOSS (GPU) with SF 1:

GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q1/BOSS/1000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q3V_POST-FILTER-2JOINS/BOSS/1000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6/BOSS/1000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q9V_POST-FILTER-AND-PRIORITY/BOSS/1000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q18/BOSS/1000MB

ArrayFire partial evaluation with SF 1:

GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --ignore-errors --default-storage-block-size 268435456 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --benchmark_filter=TPC-H_Q1/BOSS/1000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --ignore-errors --default-storage-block-size 268435456 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --benchmark_filter=TPC-H_Q3V_POST-FILTER-2JOINS/BOSS/1000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --ignore-errors --default-storage-block-size 268435456 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --benchmark_filter=TPC-H_Q6/BOSS/1000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --ignore-errors --default-storage-block-size 268435456 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --benchmark_filter=TPC-H_Q9V_POST-FILTER-AND-PRIORITY/BOSS/1000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --ignore-errors --default-storage-block-size 268435456 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --benchmark_filter=TPC-H_Q18/BOSS/1000MB

BOSS (GPU) with SF 100:

GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --max-gpu-memory-cache 12000 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q1/100000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --max-gpu-memory-cache 8500 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q3V_POST-FILTER-1JOIN/100000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --max-gpu-memory-cache 11000 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6V_NESTED-SELECT2/100000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --max-gpu-memory-cache 12000 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q9V_POST-FILTER-AND-PRIORITY/100000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --max-gpu-memory-cache 12000 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q18/100000MB

BOSS (GPU) with various maximum allowed GPU memory on TPC-H Q6 with SF 100:

GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --max-gpu-memory-cache 0 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6V_NESTED-SELECT2/100000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --max-gpu-memory-cache 1000 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6V_NESTED-SELECT2/100000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --max-gpu-memory-cache 2000 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6V_NESTED-SELECT2/100000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --max-gpu-memory-cache 3000 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6V_NESTED-SELECT2/100000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --max-gpu-memory-cache 4000 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6V_NESTED-SELECT2/100000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --max-gpu-memory-cache 5000 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6V_NESTED-SELECT2/100000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --max-gpu-memory-cache 6000 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6V_NESTED-SELECT2/100000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --max-gpu-memory-cache 7000 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6V_NESTED-SELECT2/100000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --max-gpu-memory-cache 8000 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6V_NESTED-SELECT2/100000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --max-gpu-memory-cache 9000 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6V_NESTED-SELECT2/100000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --max-gpu-memory-cache 10000 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6V_NESTED-SELECT2/100000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --max-gpu-memory-cache 11000 --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6V_NESTED-SELECT2/100000MB

Ablation Study

BOSS (GPU) with SF 10 (with data copy from Storage to ArrayFire):

GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --benchmark-data-copy-in --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q1/10000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --benchmark-data-copy-in --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q3V_POST-FILTER-2JOINS/10000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --benchmark-data-copy-in --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6/10000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --benchmark-data-copy-in --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q9V_POST-FILTER-AND-PRIORITY/10000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --benchmark-data-copy-in --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q18/10000MB

BOSS (GPU) with SF 10 (with data copy from ArrayFire To Velox):

GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --benchmark-data-copy-out --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q1/10000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --benchmark-data-copy-out --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q3V_POST-FILTER-2JOINS/10000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --benchmark-data-copy-out --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6/10000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --benchmark-data-copy-out --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q9V_POST-FILTER-AND-PRIORITY/10000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --benchmark-data-copy-out --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q18/10000MB

BOSS (GPU) with SF 10 (with all data copies):

GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --benchmark-data-copy-in --benchmark-data-copy-out --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q1/10000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --benchmark-data-copy-in --benchmark-data-copy-out --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q3V_POST-FILTER-2JOINS/10000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --benchmark-data-copy-in --benchmark-data-copy-out --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q6/10000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --benchmark-data-copy-in --benchmark-data-copy-out --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q9V_POST-FILTER-AND-PRIORITY/10000MB
GLOG_minloglevel=2 LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu;../lib ./Benchmarks --default-storage-block-size 268435456 --benchmark-data-copy-in --benchmark-data-copy-out --library libBOSSArrowStorage.so --library libBOSSArrayFireEngineGPU.so --library libBOSSVeloxEngine.so --benchmark_filter=TPC-H_Q18/10000MB

BOSS without fast path:

requires to re-compile the code with the line 21 in BOSS/Source/Expression.hpp modified as:

#define ABLATION_NO_FAST_PATH

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lsds/MultiKernelBOSS · GitHub

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About

Repository files navigation

Multi-Kernel BOSS Benchmarks

Pre-requisites:

Preparation on the host for CUDA support

Run the container image

Download and install CUDA 12

Get the benchmark code

Generate TPC-H dataset

Compile the code

Run the benchmarks

Ablation Study

About

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Packages

Contributors

Languages

lsds/MultiKernelBOSS · GitHub

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Multi-Kernel BOSS Benchmarks

Pre-requisites:

Preparation on the host for CUDA support

Run the container image

Download and install CUDA 12

Get the benchmark code

Generate TPC-H dataset

Compile the code

Run the benchmarks

Ablation Study

About

Resources

Stars

Watchers

Forks

Releases

Packages

Contributors

Languages