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CUDA version of LightGBM can be built on Linux via the following instructions
git clone --recursive https://github.com/microsoft/LightGBM ; cd LightGBM
mkdir build ; cd build
cmake -DUSE_CUDA=1 ..
make -j4
Right now this results in a lot of CMake policy warnings about that empty CUDA_ARCHITECTURES not allowed:
-- The C compiler identification is GNU 9.3.0
-- The CXX compiler identification is GNU 9.3.0
-- The CUDA compiler identification is NVIDIA 11.0.221
-- Detecting C compiler ABI info
-- Detecting C compiler ABI info - done
-- Check for working C compiler: /usr/bin/cc - skipped
-- Detecting C compile features
-- Detecting C compile features - done
-- Detecting CXX compiler ABI info
-- Detecting CXX compiler ABI info - done
-- Check for working CXX compiler: /usr/bin/c++ - skipped
-- Detecting CXX compile features
-- Detecting CXX compile features - done
-- Detecting CUDA compiler ABI info
-- Detecting CUDA compiler ABI info - done
-- Check for working CUDA compiler: /usr/local/cuda/bin/nvcc - skipped
-- Detecting CUDA compile features
-- Detecting CUDA compile features - done
-- Found OpenMP_C: -fopenmp (found version "4.5")
-- Found OpenMP_CXX: -fopenmp (found version "4.5")
-- Found OpenMP: TRUE (found version "4.5")
-- Looking for pthread.h
-- Looking for pthread.h - found
-- Performing Test CMAKE_HAVE_LIBC_PTHREAD
-- Performing Test CMAKE_HAVE_LIBC_PTHREAD - Failed
-- Looking for pthread_create in pthreads
-- Looking for pthread_create in pthreads - not found
-- Looking for pthread_create in pthread
-- Looking for pthread_create in pthread - found
-- Found Threads: TRUE
-- Found CUDA: /usr/local/cuda (found version "11.0")
-- CMAKE_CUDA_FLAGS: -Xcompiler=-fopenmp -Xcompiler=-fPIC -Xcompiler=-Wall -gencode arch=compute_60,code=sm_60 -gencode arch=compute_61,code=sm_61 -gencode arch=compute_62,code=sm_62 -gencode arch=compute_70,code=sm_70 -gencode arch=compute_75,code=sm_75 -gencode arch=compute_75,code=compute_75 -O3 -lineinfo
-- ALLFEATS_DEFINES: -DPOWER_FEATURE_WORKGROUPS=12;-DUSE_CONSTANT_BUF=0;-DENABLE_ALL_FEATURES
-- FULLDATA_DEFINES: -DPOWER_FEATURE_WORKGROUPS=12;-DUSE_CONSTANT_BUF=0;-DENABLE_ALL_FEATURES;-DIGNORE_INDICES
-- Performing Test MM_PREFETCH
-- Performing Test MM_PREFETCH - Success
-- Using _mm_prefetch
-- Performing Test MM_MALLOC
-- Performing Test MM_MALLOC - Success
-- Using _mm_malloc
-- Configuring done
CMake Warning (dev) in CMakeLists.txt:
Policy CMP0104 is not set: CMAKE_CUDA_ARCHITECTURES now detected for NVCC,
empty CUDA_ARCHITECTURES not allowed. Run "cmake --help-policy CMP0104"
for policy details. Use the cmake_policy command to set the policy and
suppress this warning.
CUDA_ARCHITECTURES is empty for target "histo_16_64_256_sp".
This warning is for project developers. Use -Wno-dev to suppress it.
CMake Warning (dev) in CMakeLists.txt:
Policy CMP0104 is not set: CMAKE_CUDA_ARCHITECTURES now detected for NVCC,
empty CUDA_ARCHITECTURES not allowed. Run "cmake --help-policy CMP0104"
for policy details. Use the cmake_policy command to set the policy and
suppress this warning.
CUDA_ARCHITECTURES is empty for target "lightgbm".
This warning is for project developers. Use -Wno-dev to suppress it.
CMake Warning (dev) in CMakeLists.txt:
Policy CMP0104 is not set: CMAKE_CUDA_ARCHITECTURES now detected for NVCC,
empty CUDA_ARCHITECTURES not allowed. Run "cmake --help-policy CMP0104"
for policy details. Use the cmake_policy command to set the policy and
suppress this warning.
CUDA_ARCHITECTURES is empty for target "lightgbm".
This warning is for project developers. Use -Wno-dev to suppress it.
CMake Warning (dev) in CMakeLists.txt:
Policy CMP0104 is not set: CMAKE_CUDA_ARCHITECTURES now detected for NVCC,
empty CUDA_ARCHITECTURES not allowed. Run "cmake --help-policy CMP0104"
for policy details. Use the cmake_policy command to set the policy and
suppress this warning.
CUDA_ARCHITECTURES is empty for target "histo_16_64_256-allfeats_sp".
This warning is for project developers. Use -Wno-dev to suppress it.
CMake Warning (dev) in CMakeLists.txt:
Policy CMP0104 is not set: CMAKE_CUDA_ARCHITECTURES now detected for NVCC,
empty CUDA_ARCHITECTURES not allowed. Run "cmake --help-policy CMP0104"
for policy details. Use the cmake_policy command to set the policy and
suppress this warning.
CUDA_ARCHITECTURES is empty for target "histo_16_64_256-allfeats_sp_const".
This warning is for project developers. Use -Wno-dev to suppress it.
CMake Warning (dev) in CMakeLists.txt:
Policy CMP0104 is not set: CMAKE_CUDA_ARCHITECTURES now detected for NVCC,
empty CUDA_ARCHITECTURES not allowed. Run "cmake --help-policy CMP0104"
for policy details. Use the cmake_policy command to set the policy and
suppress this warning.
CUDA_ARCHITECTURES is empty for target "histo_16_64_256-fulldata_sp_const".
This warning is for project developers. Use -Wno-dev to suppress it.
CMake Warning (dev) in CMakeLists.txt:
Policy CMP0104 is not set: CMAKE_CUDA_ARCHITECTURES now detected for NVCC,
empty CUDA_ARCHITECTURES not allowed. Run "cmake --help-policy CMP0104"
for policy details. Use the cmake_policy command to set the policy and
suppress this warning.
CUDA_ARCHITECTURES is empty for target "histo_16_64_256_sp_const".
This warning is for project developers. Use -Wno-dev to suppress it.
CMake Warning (dev) in CMakeLists.txt:
Policy CMP0104 is not set: CMAKE_CUDA_ARCHITECTURES now detected for NVCC,
empty CUDA_ARCHITECTURES not allowed. Run "cmake --help-policy CMP0104"
for policy details. Use the cmake_policy command to set the policy and
suppress this warning.
CUDA_ARCHITECTURES is empty for target "histo_16_64_256-fulldata_sp".
This warning is for project developers. Use -Wno-dev to suppress it.
CMake Warning (dev) in CMakeLists.txt:
Policy CMP0104 is not set: CMAKE_CUDA_ARCHITECTURES now detected for NVCC,
empty CUDA_ARCHITECTURES not allowed. Run "cmake --help-policy CMP0104"
for policy details. Use the cmake_policy command to set the policy and
suppress this warning.
CUDA_ARCHITECTURES is empty for target "_lightgbm".
This warning is for project developers. Use -Wno-dev to suppress it.
CMake Warning (dev) in CMakeLists.txt:
Policy CMP0104 is not set: CMAKE_CUDA_ARCHITECTURES now detected for NVCC,
empty CUDA_ARCHITECTURES not allowed. Run "cmake --help-policy CMP0104"
for policy details. Use the cmake_policy command to set the policy and
suppress this warning.
CUDA_ARCHITECTURES is empty for target "_lightgbm".
This warning is for project developers. Use -Wno-dev to suppress it.
-- Generating done
-- Build files have been written to: /LightGBM/build
Scanning dependencies of target histo_16_64_256-fulldata_sp_const
Scanning dependencies of target histo_16_64_256-fulldata_sp
Scanning dependencies of target histo_16_64_256_sp
[ 2%] Building CUDA object CMakeFiles/histo_16_64_256_sp.dir/src/treelearner/kernels/histogram_16_64_256.cu.o
[ 5%] Building CUDA object CMakeFiles/histo_16_64_256-fulldata_sp_const.dir/src/treelearner/kernels/histogram_16_64_256.cu.o
[ 7%] Building CUDA object CMakeFiles/histo_16_64_256-fulldata_sp.dir/src/treelearner/kernels/histogram_16_64_256.cu.o
Scanning dependencies of target histo_16_64_256_sp_const
[ 10%] Building CUDA object CMakeFiles/histo_16_64_256_sp_const.dir/src/treelearner/kernels/histogram_16_64_256.cu.o
[ 10%] Built target histo_16_64_256_sp_const
[ 10%] Built target histo_16_64_256-fulldata_sp_const
[ 10%] Built target histo_16_64_256-fulldata_sp
[ 10%] Built target histo_16_64_256_sp
Scanning dependencies of target _lightgbm
[ 12%] Building CXX object CMakeFiles/_lightgbm.dir/src/boosting/boosting.cpp.o
[ 15%] Building CXX object CMakeFiles/_lightgbm.dir/src/boosting/gbdt_model_text.cpp.o
[ 17%] Building CXX object CMakeFiles/_lightgbm.dir/src/boosting/gbdt.cpp.o
[ 20%] Building CXX object CMakeFiles/_lightgbm.dir/src/boosting/gbdt_prediction.cpp.o
[ 22%] Building CXX object CMakeFiles/_lightgbm.dir/src/boosting/prediction_early_stop.cpp.o
[ 25%] Building CXX object CMakeFiles/_lightgbm.dir/src/io/bin.cpp.o
[ 27%] Building CXX object CMakeFiles/_lightgbm.dir/src/io/config.cpp.o
[ 30%] Building CXX object CMakeFiles/_lightgbm.dir/src/io/config_auto.cpp.o
[ 32%] Building CXX object CMakeFiles/_lightgbm.dir/src/io/dataset.cpp.o
[ 35%] Building CXX object CMakeFiles/_lightgbm.dir/src/io/dataset_loader.cpp.o
[ 37%] Building CXX object CMakeFiles/_lightgbm.dir/src/io/file_io.cpp.o
[ 40%] Building CXX object CMakeFiles/_lightgbm.dir/src/io/json11.cpp.o
[ 42%] Building CXX object CMakeFiles/_lightgbm.dir/src/io/metadata.cpp.o
[ 45%] Building CXX object CMakeFiles/_lightgbm.dir/src/io/parser.cpp.o
[ 47%] Building CXX object CMakeFiles/_lightgbm.dir/src/io/train_share_states.cpp.o
[ 50%] Building CXX object CMakeFiles/_lightgbm.dir/src/io/tree.cpp.o
[ 52%] Building CXX object CMakeFiles/_lightgbm.dir/src/metric/dcg_calculator.cpp.o
[ 55%] Building CXX object CMakeFiles/_lightgbm.dir/src/metric/metric.cpp.o
[ 57%] Building CXX object CMakeFiles/_lightgbm.dir/src/network/ifaddrs_patch.cpp.o
[ 60%] Building CXX object CMakeFiles/_lightgbm.dir/src/network/linker_topo.cpp.o
[ 62%] Building CXX object CMakeFiles/_lightgbm.dir/src/network/linkers_mpi.cpp.o
[ 65%] Building CXX object CMakeFiles/_lightgbm.dir/src/network/linkers_socket.cpp.o
[ 67%] Building CXX object CMakeFiles/_lightgbm.dir/src/network/network.cpp.o
[ 70%] Building CXX object CMakeFiles/_lightgbm.dir/src/objective/objective_function.cpp.o
[ 72%] Building CUDA object CMakeFiles/_lightgbm.dir/src/treelearner/cuda_kernel_launcher.cu.o
[ 75%] Building CXX object CMakeFiles/_lightgbm.dir/src/treelearner/cuda_tree_learner.cpp.o
[ 77%] Building CXX object CMakeFiles/_lightgbm.dir/src/treelearner/data_parallel_tree_learner.cpp.o
[ 80%] Building CXX object CMakeFiles/_lightgbm.dir/src/treelearner/feature_parallel_tree_learner.cpp.o
[ 82%] Building CXX object CMakeFiles/_lightgbm.dir/src/treelearner/gpu_tree_learner.cpp.o
[ 85%] Building CXX object CMakeFiles/_lightgbm.dir/src/treelearner/linear_tree_learner.cpp.o
[ 87%] Building CXX object CMakeFiles/_lightgbm.dir/src/treelearner/serial_tree_learner.cpp.o
[ 90%] Building CXX object CMakeFiles/_lightgbm.dir/src/treelearner/tree_learner.cpp.o
[ 92%] Building CXX object CMakeFiles/_lightgbm.dir/src/treelearner/voting_parallel_tree_learner.cpp.o
[ 95%] Building CXX object CMakeFiles/_lightgbm.dir/src/c_api.cpp.o
[ 97%] Linking CUDA device code CMakeFiles/_lightgbm.dir/cmake_device_link.o
[100%] Linking CXX shared library ../lib_lightgbm.so
[100%] Built target _lightgbm
To close this issue one should adjust CMakeLists.txt code so that all warnings are gone for CMake >= 3.16 (or for at least any other recent versions).
This issue has been automatically locked since there has not been any recent activity since it was closed. To start a new related discussion, open a new issue at https://github.com/microsoft/LightGBM/issues including a reference to this.
CUDA version of LightGBM can be built on Linux via the following instructions
Right now this results in a lot of CMake policy warnings about that
empty CUDA_ARCHITECTURES not allowed
:To close this issue one should adjust CMakeLists.txt code so that all warnings are gone for CMake >= 3.16 (or for at least any other recent versions).
This can be helpful: https://github.com/dmlc/xgboost/blob/master/cmake/Utils.cmake.
The text was updated successfully, but these errors were encountered: