[CI] Use RAPIDS 22.10 (#8298)

* [CI] Use RAPIDS 22.10

* Store CUDA and RAPIDS versions in one place

* Fix

* Add missing #include

* Update gputreeshap submodule

* Fix

* Remove outdated distributed tests

tests/buildkite/test-python-gpu.sh

@@ -2,8 +2,6 @@
 
 set -euo pipefail
 
-CUDA_VERSION=11.0.3
-
 if [ "$#" -lt 1 ]
 then
   suite=''
@@ -25,7 +23,8 @@ chmod +x build/testxgboost
 export CI_DOCKER_EXTRA_PARAMS_INIT='--shm-size=4g'
 
 command_wrapper="tests/ci_build/ci_build.sh gpu nvidia-docker --build-arg "`
-                `"CUDA_VERSION_ARG=$CUDA_VERSION"
+                `"CUDA_VERSION_ARG=$CUDA_VERSION --build-arg "`
+                `"RAPIDS_VERSION_ARG=$RAPIDS_VERSION"
 
 # Run specified test suite
 case "$suite" in