cutlass/CMakeLists.txt
Andrew Kerr 877bdcace6
Cutlass 1.3 Release (#42)
CUTLASS 1.3 Release
- Efficient GEMM kernel targeting Volta Tensor Cores via mma.sync instruction added in CUDA 10.1.
2019-03-20 10:49:17 -07:00

303 lines
11 KiB
CMake

# Copyright (c) 2017-2019, NVIDIA CORPORATION. All rights reserved.
#
# Redistribution and use in source and binary forms, with or without modification, are permitted
# provided that the following conditions are met:
# * Redistributions of source code must retain the above copyright notice, this list of
# conditions and the following disclaimer.
# * Redistributions in binary form must reproduce the above copyright notice, this list of
# conditions and the following disclaimer in the documentation and/or other materials
# provided with the distribution.
# * Neither the name of the NVIDIA CORPORATION nor the names of its contributors may be used
# to endorse or promote products derived from this software without specific prior written
# permission.
#
# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR
# IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND
# FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE
# FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
# BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
# OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT,
# STRICT LIABILITY, OR TOR (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
cmake_minimum_required(VERSION 3.3.0 FATAL_ERROR)
set(CUTLASS_LANGUAGES CXX)
# CMake 3.9.0 has native support for CUDA without the need of the CUDA package. Use it!
if(WIN32 AND NOT ${CMAKE_VERSION} VERSION_LESS "3.9.0")
list(APPEND CUTLASS_LANGUAGES CUDA)
set(CUTLASS_NATIVE_CUDA TRUE)
macro(cutlass_add_executable)
add_executable(${ARGN})
endmacro()
else()
# FindCUDA fails to detect VS 2017 due to a changed directory format of the toolkits.
# For this configuration we need CMake >= 3.9.0 to use the native CUDA support.
if (WIN32 AND MSVC_VERSION GREATER 1800)
message(SEND_ERROR "Please upgrade CMake to version >= 3.9.0 to support Visual Studio 2017 or higher")
cmake_minimum_required(VERSION 3.9.0 FATAL_ERROR)
endif()
# Fall back to the FindCUDA version to create an executable with CUDA files
macro(cutlass_add_executable)
cuda_add_executable(${ARGN})
endmacro()
endif()
project(CUTLASS ${CUTLASS_LANGUAGES})
# check if the configuration is supported
if( NOT CMAKE_SIZEOF_VOID_P EQUAL 8 )
message(FATAL_ERROR "CUTLASS requires a 64-bit compiler!")
endif()
find_package(CUDA REQUIRED)
include_directories(SYSTEM ${CUDA_INCLUDE_DIRS})
# Some platforms (e.g. Visual Studio) don't add the CUDA include directories to the system include
# paths by default, so we add it explicitly here.
find_package(Doxygen QUIET)
###################################################################################################
#
# Configure CMake variables
#
###################################################################################################
#
# Conditionally enable cuBLAS
#
set(CUTLASS_ENABLE_CUBLAS ON CACHE BOOL "Enable CUTLASS Tests to build with cuBLAS library.")
if(CUTLASS_ENABLE_CUBLAS)
find_library(CUBLAS_LIBRARY cublas HINTS
${CUDA_TOOLKIT_ROOT_DIR}/lib64
${CUDA_TOOLKIT_ROOT_DIR}/lib/x64)
endif()
# By default we want to build in Release mode to ensure that we're getting best performance
if (NOT (CMAKE_BUILD_TYPE OR CONFIGURATION_TYPES))
set(CMAKE_BUILD_TYPE Release CACHE STRING "Choose build level" FORCE)
# We do support Debug or Release builds
set_property(CACHE CMAKE_BUILD_TYPE PROPERTY STRINGS "Debug" "RelWithDebInfo" "Release")
endif()
if(WIN32)
# On Windows we link against the shared (DLL) runtime. Change gtest settings to match this.
set(gtest_force_shared_crt ON CACHE BOOL "Use shared (DLL) run-time lib even when Google Test is built as static lib" FORCE)
endif()
if (WIN32)
# Enable more warnings and treat as errors
string(APPEND NVCC_FLAGS " -Xcompiler /W3 -Xcompiler /WX")
# Disable warning on Unicode characters
string(APPEND NVCC_FLAGS " -Xcompiler /wd4819")
# Disable excess x86 floating point precision that can lead to results being labeled incorrectly
string(APPEND NVCC_FLAGS " -Xcompiler /fp:strict")
# Verbose option
if (${CUTLASS_NVCC_VERBOSE})
string(APPEND NVCC_FLAGS " -v")
endif()
endif(WIN32)
set(CUTLASS_NVCC_ARCHS_DEFAULT "")
if(NOT CUDA_VERSION VERSION_LESS 7.5)
list(APPEND CUTLASS_NVCC_ARCHS_DEFAULT 50)
endif()
if(NOT CUDA_VERSION VERSION_LESS 8.0)
list(APPEND CUTLASS_NVCC_ARCHS_DEFAULT 60 61)
endif()
if(NOT CUDA_VERSION VERSION_LESS 9.0)
list(APPEND CUTLASS_NVCC_ARCHS_DEFAULT 70)
endif()
if(NOT CUDA_VERSION VERSION_LESS 9.2)
list(APPEND CUTLASS_NVCC_ARCHS_DEFAULT 72)
endif()
if(NOT CUDA_VERSION VERSION_LESS 10.0)
list(APPEND CUTLASS_NVCC_ARCHS_DEFAULT 75)
endif()
set(CUTLASS_NVCC_ARCHS ${CUTLASS_NVCC_ARCHS_DEFAULT} CACHE STRING "The SM architectures to build code for.")
set(CUTLASS_NVCC_EMBED_CUBIN ON CACHE BOOL "Embed compiled CUDA kernel binaries into executables.")
set(CUTLASS_NVCC_EMBED_PTX ON CACHE BOOL "Embed compiled PTX into executables.")
set(CUTLASS_NVCC_KEEP OFF CACHE BOOL "Keep intermediate files generated by NVCC.")
# CUDA 10.1 introduces "mma" in PTX performing collective matrix multiply operations.
if (CUDA_VERSION VERSION_LESS 10.1)
set(CUTLASS_ENABLE_TENSOR_CORE_MMA_DEFAULT OFF)
else()
set(CUTLASS_ENABLE_TENSOR_CORE_MMA_DEFAULT ON)
endif()
set(CUTLASS_ENABLE_TENSOR_CORE_MMA ${CUTLASS_ENABLE_TENSOR_CORE_MMA_DEFAULT} CACHE BOOL
"Enable PTX mma instruction for collective matrix multiply operations.")
set(CUTLASS_EXHAUSTIVE_PERFORMANCE_TEST ${CUTLASS_EXHAUSTIVE_PERFORMANCE_TEST} CACHE BOOL
"Enable more kernels instantiated in the perf suite. This might result in longer compiler time. ")
#
# NOTE: running with asan and CUDA requires the following environment variable:
#
# ASAN_OPTIONS=protect_shadow_gap=0:replace_intrin=0:detect_leaks=0
#
# without the above environment setting, an error like the following may be generated:
#
# *** Error: Could not detect active GPU device ID [out of memory]
# ...
# ==9149==ERROR: LeakSanitizer: detected memory leaks
# ...
#
if(ENABLE_ASAN) # https://github.com/google/sanitizers/wiki/AddressSanitizer
string(APPEND NVCC_FLAGS " --compiler-options -fsanitize=address --compiler-options -fno-omit-frame-pointer")
string(APPEND CMAKE_EXE_LINKER_FLAGS " -fsanitize=address")
endif()
###################################################################################################
#
# Configure CUDA build options
#
###################################################################################################
# Set NVCC arguments
foreach(ARCH ${CUTLASS_NVCC_ARCHS})
if(CUTLASS_NVCC_EMBED_CUBIN)
string(APPEND NVCC_FLAGS " -gencode arch=compute_${ARCH},code=sm_${ARCH}")
endif()
if(CUTLASS_NVCC_EMBED_PTX)
string(APPEND NVCC_FLAGS " -gencode arch=compute_${ARCH},code=compute_${ARCH}")
endif()
endforeach()
if (CUTLASS_ENABLE_TENSOR_CORE_MMA)
string(APPEND NVCC_FLAGS " -DCUTLASS_ENABLE_TENSOR_CORE_MMA=1")
endif()
if (CUTLASS_ENABLE_CUBLAS)
string(APPEND NVCC_FLAGS " -DCUTLASS_ENABLE_CUBLAS=1")
endif()
if (CUTLASS_EXHAUSTIVE_PERFORMANCE_TEST)
add_definitions(-DEXHAUSTIVE_PROF)
endif()
if (CUTLASS_NVCC_KEEP)
string(APPEND NVCC_FLAGS " -keep")
endif()
if (WIN32 AND CUTLASS_NATIVE_CUDA)
string(APPEND NVCC_FLAGS_RELEASE " -lineinfo")
else()
string(APPEND NVCC_FLAGS " -lineinfo")
endif()
if (UNIX)
string(APPEND NVCC_FLAGS " -Xcompiler -Wconversion")
endif()
string(APPEND NVCC_FLAGS_DEBUG " -g")
string(APPEND NVCC_FLAGS_RELWITHDEBINFO " -O3")
string(APPEND NVCC_FLAGS_RELEASE " -O3")
# define NDEBUG for release mode to disable assertions
string(APPEND NVCC_FLAGS_RELEASE " -DNDEBUG")
if (CUTLASS_NATIVE_CUDA)
set(CMAKE_CUDA_FLAGS "${NVCC_FLAGS}")
set(CMAKE_CUDA_FLAGS_RELEASE "${NVCC_FLAGS_RELEASE}")
set(CMAKE_CUDA_FLAGS_RELWITHDEBINFO "${NVCC_FLAGS_RELWITHDEBINFO}")
set(CMAKE_CUDA_FLAGS_DEBUG "${NVCC_FLAGS_DEBUG}")
else()
set(CUDA_NVCC_FLAGS ${NVCC_FLAGS})
set(CUDA_NVCC_FLAGS_DEBUG ${NVCC_FLAGS_DEBUG})
set(CUDA_NVCC_FLAGS_RELWITHDEBINFO ${NVCC_FLAGS_RELWITHDEBINFO})
set(CUDA_NVCC_FLAGS_RELEASE ${NVCC_FLAGS_RELEASE})
endif()
#
# The following items should eventually be pushed into cutlass/CMakeLists.txt
#
# GLOB for CUTLASS header files. Should we use a static list instead?
file(GLOB CUTLASS_GEMM RELATIVE ${CMAKE_CURRENT_SOURCE_DIR} cutlass/gemm/*.h)
file(GLOB CUTLASS_UTIL RELATIVE ${CMAKE_CURRENT_SOURCE_DIR} cutlass/util/*.h)
file(GLOB CUTLASS_DEVICE RELATIVE ${CMAKE_CURRENT_SOURCE_DIR} cutlass/device/*.h)
file(GLOB CUTLASS_CORE RELATIVE ${CMAKE_CURRENT_SOURCE_DIR} cutlass/*.h)
file(GLOB CUTLASS_REDUCTION RELATIVE ${CMAKE_CURRENT_SOURCE_DIR} cutlass/reduction/*.h )
file(GLOB CUTLASS_LAYOUT_THREAD RELATIVE ${CMAKE_CURRENT_SOURCE_DIR} cutlass/layout/thread/*.h)
###################################################################################################
#
# Define build targets
#
###################################################################################################
source_group("cutlass\\gemm" FILES ${CUTLASS_GEMM})
source_group("cutlass\\util" FILES ${CUTLASS_UTIL})
source_group("cutlass\\device" FILES ${CUTLASS_DEVICE})
source_group("cutlass\\reduction" FILES ${CUTLASS_REDUCTION})
source_group("cutlass\\layout\\thread" FILES ${CUTLASS_LAYOUT_THREAD})
source_group("cutlass" FILES ${CUTLASS_CORE})
add_library(CUTLASS INTERFACE)
include_directories("${CMAKE_CURRENT_SOURCE_DIR}")
# Special policy introduced in CMake 3.13
if (POLICY CMP0076)
cmake_policy(SET CMP0076 NEW)
endif()
target_sources(CUTLASS INTERFACE
${CUTLASS_GEMM}
${CUTLASS_UTIL}
${CUTLASS_DEVICE}
${CUTLASS_CORE}
${CUTLASS_REDUCTION}
${CUTLASS_LAYOUT_THREAD}
)
target_include_directories(CUTLASS INTERFACE ${CMAKE_CURRENT_SOURCE_DIR})
# Create a custom target to ensure that the CUTLASS sources are visible in an IDE
add_custom_target(cutlass_ide SOURCES
${CUTLASS_GEMM}
${CUTLASS_UTIL}
${CUTLASS_DEVICE}
${CUTLASS_CORE}
${CUTLASS_REDUCTION}
${CUTLASS_LAYOUT_THREAD}
)
# Doxygen is available. Generate documentation
if (DOXYGEN_FOUND)
# DOT is available. Enable graph generation in the documentation
if (DOXYGEN_DOT_EXECUTABLE)
set(CUTLASS_ENABLE_DOXYGEN_DOT ON CACHE BOOL "Use dot to generate graphs in the doxygen documentation.")
else()
set(CUTLASS_ENABLE_DOXYGEN_DOT OFF CACHE BOOL "Use dot to generate graphs in the doxygen documentation." FORCE)
endif()
if (CUTLASS_ENABLE_DOXYGEN_DOT)
set(HAVE_DOT "YES")
else()
set(HAVE_DOT "NO")
endif()
# Add custom target for Doxygen.
add_custom_target(cutlass_docs ${CMAKE_COMMAND} -E env
"DOT_PATH=${DOXYGEN_DOT_EXECUTABLE}"
"HAVE_DOT=${HAVE_DOT}"
${DOXYGEN_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/Doxyfile
WORKING_DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR}
VERBATIM
)
endif()
add_subdirectory(tools)
add_subdirectory(examples)