[CMake] Explicitly link with CCCL (standalone or CTK) (#10624)

CMakeLists.txt

@@ -221,6 +221,24 @@ if(USE_CUDA)
   add_subdirectory(${PROJECT_SOURCE_DIR}/gputreeshap)
 
   find_package(CUDAToolkit REQUIRED)
+  find_package(CCCL CONFIG)
+  if(NOT CCCL_FOUND)
+    message(STATUS "Standalone CCCL not found. Attempting to use CCCL from CUDA Toolkit...")
+    find_package(CCCL CONFIG
+      HINTS ${CUDAToolkit_LIBRARY_DIR}/cmake)
+    if(NOT CCCL_FOUND)
+      message(STATUS "Could not locate CCCL from CUDA Toolkit. Using Thrust and CUB from CUDA Toolkit...")
+      find_package(libcudacxx CONFIG REQUIRED
+        HINTS ${CUDAToolkit_LIBRARY_DIR}/cmake)
+      find_package(CUB CONFIG REQUIRED
+        HINTS ${CUDAToolkit_LIBRARY_DIR}/cmake)
+      find_package(Thrust CONFIG REQUIRED
+        HINTS ${CUDAToolkit_LIBRARY_DIR}/cmake)
+      thrust_create_target(Thrust HOST CPP DEVICE CUDA)
+      add_library(CCCL::CCCL INTERFACE IMPORTED GLOBAL)
+      target_link_libraries(CCCL::CCCL INTERFACE libcudacxx::libcudacxx CUB::CUB Thrust)
+    endif()
+  endif()
 endif()
 
 if(FORCE_COLORED_OUTPUT AND (CMAKE_GENERATOR STREQUAL "Ninja") AND

cmake/Utils.cmake

@@ -104,11 +104,11 @@ function(xgboost_set_cuda_flags target)
     target_compile_definitions(${target} PRIVATE -DXGBOOST_USE_NVTX=1)
   endif()
 
+  target_link_libraries(${target} PRIVATE CCCL::CCCL)
   target_compile_definitions(${target} PRIVATE -DXGBOOST_USE_CUDA=1)
   target_include_directories(
     ${target} PRIVATE
-    ${xgboost_SOURCE_DIR}/gputreeshap
-    ${CUDAToolkit_INCLUDE_DIRS})
+    ${xgboost_SOURCE_DIR}/gputreeshap)
 
   if(MSVC)
     target_compile_options(${target} PRIVATE

tests/buildkite/build-cuda-with-rmm.sh

@@ -22,7 +22,7 @@ command_wrapper="tests/ci_build/ci_build.sh gpu_build_rockylinux8 --build-arg "`
 
 echo "--- Build libxgboost from the source"
 $command_wrapper tests/ci_build/build_via_cmake.sh \
-		 -DCMAKE_PREFIX_PATH="/opt/grpc;/opt/rmm" \
+		 -DCMAKE_PREFIX_PATH="/opt/grpc;/opt/rmm;/opt/rmm/lib64/rapids/cmake" \
 		 -DUSE_CUDA=ON \
 		 -DUSE_OPENMP=ON \
 		 -DHIDE_CXX_SYMBOLS=ON \