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CMakeLists.txt
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CMakeLists.txt
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cmake_minimum_required(VERSION 3.8 FATAL_ERROR)
project(MGG LANGUAGES CXX CUDA)
#############################################################################
set($ENV{PATH} "${CMAKE_CURRENT_SOURCE_DIR}/local/openmpi-4.1.1/bin/:$ENV{PATH}")
set(CUDA_TOOLKIT_ROOT_DIR "/usr/local/cuda-11.0/")
set(MPI_HOME "${CMAKE_CURRENT_SOURCE_DIR}/local/openmpi-4.1.1/")
set(CUDA_HOME "/usr/local/cuda-11.0/")
set(CUDNN_HOME "${CMAKE_CURRENT_SOURCE_DIR}/local/cudnn-v8.2")
set(NVSHMEM_HOME "${CMAKE_CURRENT_SOURCE_DIR}/local/nvshmem_src_2.0.3-0/build")
set(NCCL_HOME "${CMAKE_CURRENT_SOURCE_DIR}/local/nccl_2.9.8-1+cuda11.0_x86_64/")
#############################################################################
set(SM_ARCH "sm_80")
set($ENV{NVCC_GENCODE} ${SM_ARCH})
set($ENV{NVSHMEM_USE_GDRCOPY} "0")
#############################################################################
link_directories(${NVSHMEM_HOME}/lib)
link_directories(${CUDNN_HOME}/lib64)
link_directories(${MPI_HOME}/lib)
link_directories(/usr/local/lib)
link_directories(${NCCL_HOME}/lib)
#############################################################################
add_executable(uvm_gcn_2layer_mem
src/uvm_gcn_2layer_mem.cu
include/loss.cu
include/layer.cu
)
add_executable(uvm_gin_5layer_mem
src/uvm_gin_5layer_mem.cu
include/loss.cu
include/layer.cu
)
add_executable(MGG_np_div_gin_mem
src/mgg_np_div_gin_mem.cu
include/loss.cu
include/layer.cu
)
add_executable(MGG_np_div_mem
src/mgg_np_div_mem.cu
include/loss.cu
include/layer.cu
)
add_executable(MGG_np_div_kernel
src/mgg_np_div_kernel.cu
include/loss.cu
include/layer.cu
)
add_executable(MGG_np_div_wo_np_kernel
src/mgg_np_div_wo_np_kernel.cu
include/loss.cu
include/layer.cu
)
add_executable(MGG_tag_2layer
src/mgg_tag_2layer.cu
include/loss.cu
include/layer.cu
)
add_executable(MGG_sgc_2layer
src/mgg_sgc_2layer.cu
include/loss.cu
include/layer.cu
)
add_executable(MGG_agnn_2layer
src/mgg_agnn_2layer.cu
include/loss.cu
include/layer.cu
)
add_executable(MGG_gcn_2layer
src/mgg_gcn_2layer.cu
include/loss.cu
include/layer.cu
)
add_executable(MGG
src/test_neighbor_part.cu
include/loss.cu
include/layer.cu
)
add_executable(MGG_basic
src/mgg_basic.cu
include/loss.cu
include/layer.cu
)
add_executable(MGG_np
src/mgg_np.cu
include/loss.cu
include/layer.cu
)
add_executable(MGG_np_div
src/mgg_np_div.cu
include/loss.cu
include/layer.cu
)
add_executable(MGG_np_div_th
src/mgg_np_div_th.cu
include/loss.cu
include/layer.cu
)
add_executable(MGG_np_div_wrp
src/mgg_np_div_wrp.cu
include/loss.cu
include/layer.cu
)
add_executable(MGG_np_div_blk
src/mgg_np_div_blk.cu
include/loss.cu
include/layer.cu
)
add_executable(MGG_np_div_gin
src/mgg_np_div_gin.cu
include/loss.cu
include/layer.cu
)
add_executable(MGG_np_pipeline
src/mgg_np_pipeline.cu
include/loss.cu
include/layer.cu
)
add_executable(NCCL
src/nccl_example.cu
)
add_executable(HOST2DEV
src/host2device.cu
)
add_executable(unified_memory
src/unified_memory.cu
)
add_executable(unified_memory_updated
src/unified_memory_updated.cu
)
add_executable(uvm_gcn_2layer
src/uvm_gcn_2layer.cu
)
add_executable(uvm_gin_5layer
src/uvm_gin_5layer.cu
)
add_executable(uvm_profile
src/uvm_profile.cu
)
add_executable(mgg_profile
src/mgg_profile.cu
include/loss.cu
include/layer.cu
)
#############################################################################
target_include_directories(MGG_tag_2layer
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(MGG_tag_2layer PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(MGG_tag_2layer PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(MGG_tag_2layer PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(MGG_tag_2layer
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
#############################################################################
target_include_directories(MGG_np_div_kernel
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(MGG_np_div_kernel PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(MGG_np_div_kernel PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(MGG_np_div_kernel PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(MGG_np_div_kernel
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
#############################################################################
target_include_directories(MGG_np_div_wo_np_kernel
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(MGG_np_div_wo_np_kernel PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(MGG_np_div_wo_np_kernel PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(MGG_np_div_wo_np_kernel PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(MGG_np_div_wo_np_kernel
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
#############################################################################
target_include_directories(MGG_np_div_mem
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(MGG_np_div_mem PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(MGG_np_div_mem PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(MGG_np_div_mem PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(MGG_np_div_mem
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
#############################################################################
target_include_directories(MGG_np_div_gin_mem
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(MGG_np_div_gin_mem PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(MGG_np_div_gin_mem PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(MGG_np_div_gin_mem PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(MGG_np_div_gin_mem
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
#############################################################################
target_include_directories(MGG_sgc_2layer
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(MGG_sgc_2layer PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(MGG_sgc_2layer PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(MGG_sgc_2layer PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(MGG_sgc_2layer
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
#############################################################################
target_include_directories(MGG_agnn_2layer
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(MGG_agnn_2layer PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(MGG_agnn_2layer PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(MGG_agnn_2layer PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(MGG_agnn_2layer
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
#############################################################################
target_include_directories(MGG_gcn_2layer
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(MGG_gcn_2layer PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(MGG_gcn_2layer PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(MGG_gcn_2layer PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(MGG_gcn_2layer
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
#############################################################################
target_include_directories(MGG
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(MGG PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(MGG PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(MGG PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(MGG
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
#############################################################################
target_include_directories(MGG_np
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(MGG_np PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(MGG_np PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(MGG_np PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(MGG_np
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
#############################################################################
target_include_directories(MGG_basic
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(MGG_basic PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(MGG_basic PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(MGG_basic PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(MGG_basic
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
#############################################################################
target_include_directories(MGG_np_pipeline
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(MGG_np_pipeline PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(MGG_np_pipeline PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(MGG_np_pipeline PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(MGG_np_pipeline
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
#############################################################################
target_include_directories(MGG_np_div
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(MGG_np_div PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(MGG_np_div PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(MGG_np_div PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(MGG_np_div
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
#############################################################################
target_include_directories(MGG_np_div_gin
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(MGG_np_div_gin PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(MGG_np_div_gin PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(MGG_np_div_gin PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(MGG_np_div_gin
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
#############################################################################
target_include_directories(MGG_np_div_blk
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(MGG_np_div_blk PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(MGG_np_div_blk PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(MGG_np_div_blk PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(MGG_np_div_blk
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
#############################################################################
target_include_directories(MGG_np_div_wrp
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(MGG_np_div_wrp PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(MGG_np_div_wrp PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(MGG_np_div_wrp PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(MGG_np_div_wrp
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
#############################################################################
target_include_directories(MGG_np_div_th
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(MGG_np_div_th PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(MGG_np_div_th PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(MGG_np_div_th PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(MGG_np_div_th
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
#############################################################################
target_include_directories(mgg_profile
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(mgg_profile PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(mgg_profile PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(mgg_profile PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(mgg_profile
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
#############################################################################
set_target_properties(NCCL PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(NCCL PROPERTIES CUDA_ARCHITECTURES "80")
target_compile_options(NCCL PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
target_include_directories(NCCL
PRIVATE
${NCCL_HOME}/include
include
)
target_link_libraries(NCCL
cuda
nccl
)
target_include_directories(HOST2DEV
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
include
)
target_compile_options(HOST2DEV PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(HOST2DEV PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(HOST2DEV PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(HOST2DEV
nvshmem
cuda
mpi_cxx
mpi
cublas
)
##############################################################################
target_include_directories(unified_memory
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
include
)
target_compile_options(unified_memory PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(unified_memory PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(unified_memory PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(unified_memory
nvshmem
cuda
mpi_cxx
mpi
cublas
)
##############################################################################
target_include_directories(unified_memory_updated
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
include
)
target_compile_options(unified_memory_updated PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(unified_memory_updated PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(unified_memory_updated PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(unified_memory_updated
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
)
##############################################################################
target_include_directories(uvm_gcn_2layer
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
include
)
target_compile_options(uvm_gcn_2layer PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(uvm_gcn_2layer PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(uvm_gcn_2layer PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(uvm_gcn_2layer
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
)
##############################################################################
target_include_directories(uvm_gin_5layer
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
include
)
target_compile_options(uvm_gin_5layer PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(uvm_gin_5layer PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(uvm_gin_5layer PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(uvm_gin_5layer
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
)
##############################################################################
target_include_directories(uvm_profile
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
include
)
target_compile_options(uvm_profile PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(uvm_profile PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(uvm_profile PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(uvm_profile
nvshmem
cuda
mpi_cxx
mpi
cublas
)
##############################################################################
target_include_directories(uvm_gin_5layer_mem
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(uvm_gin_5layer_mem PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)
set_target_properties(uvm_gin_5layer_mem PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(uvm_gin_5layer_mem PROPERTIES CUDA_ARCHITECTURES "80")
target_link_libraries(uvm_gin_5layer_mem
nvshmem
cuda
mpi_cxx
mpi
cublas
cudnn
gomp
curand
)
##############################################################################
target_include_directories(uvm_gcn_2layer_mem
PRIVATE
${NVSHMEM_HOME}/include
${CUDA_HOME}/include
${MPI_HOME}/include
${CUDNN_HOME}/include
include
)
target_compile_options(uvm_gcn_2layer_mem PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:
-Xcompiler
-pthread
-rdc=true
-ccbin g++
-arch ${SM_ARCH}
>)