Enable building with sanitizers. (#3525)
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@ -14,8 +14,12 @@ option(USE_NCCL "Build using NCCL for multi-GPU. Also requires USE_CUDA")
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option(JVM_BINDINGS "Build JVM bindings" OFF)
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option(GOOGLE_TEST "Build google tests" OFF)
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option(R_LIB "Build shared library for R package" OFF)
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option(USE_SANITIZER "Use santizer flags" OFF)
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set(GPU_COMPUTE_VER "" CACHE STRING
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"Space separated list of compute versions to be built against, e.g. '35 61'")
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set(ENABLED_SANITIZERS "address" "leak" CACHE STRING
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"Semicolon separated list of sanitizer names. E.g 'address;leak'. Supported sanitizers are
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address, leak and thread.")
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# Deprecation warning
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if(PLUGIN_UPDATER_GPU)
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@ -43,6 +47,12 @@ if(WIN32 AND MINGW)
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set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -static-libstdc++")
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endif()
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# Sanitizer
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if(USE_SANITIZER)
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include(cmake/Sanitizer.cmake)
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enable_sanitizers("${ENABLED_SANITIZERS}")
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endif(USE_SANITIZER)
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# AVX
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if(USE_AVX)
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if(MSVC)
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58
cmake/Sanitizer.cmake
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58
cmake/Sanitizer.cmake
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@ -0,0 +1,58 @@
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# Set appropriate compiler and linker flags for sanitizers.
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#
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# Usage of this module:
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# enable_sanitizers("address;leak")
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# Add flags
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macro(enable_sanitizer santizer)
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if(${santizer} MATCHES "address")
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find_package(ASan REQUIRED)
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set(SAN_COMPILE_FLAGS "${SAN_COMPILE_FLAGS} -fsanitize=address")
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link_libraries(${ASan_LIBRARY})
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elseif(${santizer} MATCHES "thread")
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find_package(TSan REQUIRED)
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set(SAN_COMPILE_FLAGS "${SAN_COMPILE_FLAGS} -fsanitize=thread")
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link_libraries(${TSan_LIBRARY})
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elseif(${santizer} MATCHES "leak")
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find_package(LSan REQUIRED)
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set(SAN_COMPILE_FLAGS "${SAN_COMPILE_FLAGS} -fsanitize=leak")
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link_libraries(${LSan_LIBRARY})
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else()
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message(FATAL_ERROR "Santizer ${santizer} not supported.")
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endif()
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endmacro()
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macro(enable_sanitizers SANITIZERS)
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# Check sanitizers compatibility.
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# Idealy, we should use if(san IN_LIST SANITIZERS) ... endif()
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# But I haven't figure out how to make it work.
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foreach ( _san ${SANITIZERS} )
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string(TOLOWER ${_san} _san)
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if (_san MATCHES "thread")
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if (${_use_other_sanitizers})
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message(FATAL_ERROR
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"thread sanitizer is not compatible with ${_san} sanitizer.")
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endif()
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set(_use_thread_sanitizer 1)
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else ()
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if (${_use_thread_sanitizer})
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message(FATAL_ERROR
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"${_san} sanitizer is not compatible with thread sanitizer.")
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endif()
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set(_use_other_sanitizers 1)
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endif()
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endforeach()
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message("Sanitizers: ${SANITIZERS}")
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foreach( _san ${SANITIZERS} )
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string(TOLOWER ${_san} _san)
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enable_sanitizer(${_san})
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endforeach()
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message("Sanitizers compile flags: ${SAN_COMPILE_FLAGS}")
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set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${SAN_COMPILE_FLAGS}")
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set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} ${SAN_COMPILE_FLAGS}")
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endmacro()
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13
cmake/modules/FindASan.cmake
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13
cmake/modules/FindASan.cmake
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@ -0,0 +1,13 @@
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set(ASan_LIB_NAME ASan)
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find_library(ASan_LIBRARY
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NAMES libasan.so libasan.so.4
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PATHS /usr/lib64 /usr/lib /usr/local/lib64 /usr/local/lib)
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include(FindPackageHandleStandardArgs)
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find_package_handle_standard_args(ASan DEFAULT_MSG
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ASan_LIBRARY)
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mark_as_advanced(
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ASan_LIBRARY
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ASan_LIB_NAME)
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13
cmake/modules/FindLSan.cmake
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cmake/modules/FindLSan.cmake
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set(LSan_LIB_NAME lsan)
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find_library(LSan_LIBRARY
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NAMES liblsan.so liblsan.so.0 liblsan.so.0.0.0
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PATHS /usr/lib64 /usr/lib /usr/local/lib64 /usr/local/lib)
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include(FindPackageHandleStandardArgs)
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find_package_handle_standard_args(LSan DEFAULT_MSG
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LSan_LIBRARY)
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mark_as_advanced(
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LSan_LIBRARY
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LSan_LIB_NAME)
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13
cmake/modules/FindTSan.cmake
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cmake/modules/FindTSan.cmake
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set(TSan_LIB_NAME tsan)
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find_library(TSan_LIBRARY
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NAMES libtsan.so libtsan.so.0 libtsan.so.0.0.0
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PATHS /usr/lib64 /usr/lib /usr/local/lib64 /usr/local/lib)
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include(FindPackageHandleStandardArgs)
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find_package_handle_standard_args(TSan DEFAULT_MSG
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TSan_LIBRARY)
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mark_as_advanced(
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TSan_LIBRARY
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TSan_LIB_NAME)
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@ -18,6 +18,7 @@ Everyone is more than welcome to contribute. It is a way to make the project bet
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* `Documents`_
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* `Testcases`_
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* `Sanitizers`_
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* `Examples`_
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* `Core Library`_
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* `Python Package`_
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@ -121,6 +122,46 @@ Testcases
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* All the testcases are in `tests <https://github.com/dmlc/xgboost/tree/master/tests>`_.
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* We use python nose for python test cases.
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**********
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Sanitizers
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**********
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By default, sanitizers are bundled in GCC and Clang/LLVM. One can enable
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sanitizers with GCC >= 4.8 or LLVM >= 3.1, But some distributions might package
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sanitizers separately. Here is a list of supported sanitizers with
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corresponding library names:
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- Address sanitizer: libasan
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- Leak sanitizer: liblsan
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- Thread sanitizer: libtsan
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Memory sanitizer is exclusive to LLVM, hence not supported in XGBoost.
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How to build XGBoost with sanitizers
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====================================
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One can build XGBoost with sanitizer support by specifying -DUSE_SANITIZER=ON.
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By default, address sanitizer and leak sanitizer are used when you turn the
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USE_SANITIZER flag on. You can always change the default by providing a
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semicolon separated list of sanitizers to ENABLED_SANITIZERS. Note that thread
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sanitizer is not compatible with the other two sanitizers.
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.. code-block:: bash
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cmake -DUSE_SANITIZER=ON -DENABLED_SANITIZERS="address;leak" /path/to/xgboost
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How to use sanitizers with CUDA support
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=======================================
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Runing XGBoost on CUDA with address sanitizer (asan) will raise memory error.
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To use asan with CUDA correctly, you need to configure asan via ASAN_OPTIONS
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environment variable:
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.. code-block:: bash
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ASAN_OPTIONS=protect_shadow_gap=0 ../testxgboost
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For details, please consult `official documentation <https://github.com/google/sanitizers/wiki>`_ for sanitizers.
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********
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Examples
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********
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